<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR XR Spatial Comput</journal-id><journal-id journal-id-type="publisher-id">xr</journal-id><journal-id journal-id-type="index">46</journal-id><journal-title>JMIR XR and Spatial Computing (JMXR)</journal-title><abbrev-journal-title>JMIR XR Spatial Comput</abbrev-journal-title><issn pub-type="epub">2818-3045</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v2i1e73785</article-id><article-id pub-id-type="doi">10.2196/73785</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Association Between Sensation Seeking and Fear Response: Interventional Study of Personality and Behavior Using a Virtual Reality Heights Simulation</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Daugherty</surname><given-names>Rebecca C</given-names></name><degrees>BSc</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Jacksack</surname><given-names>Christina S</given-names></name><degrees>BSc</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Daye</surname><given-names>Becca J</given-names></name><degrees>BSc</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Oberlin</surname><given-names>Brandon G</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Psychology, School of Science, Indiana University Indianapolis</institution><addr-line>420 University Blvd</addr-line><addr-line>Indianapolis</addr-line><addr-line>IN</addr-line><country>United States</country></aff><aff id="aff2"><institution>Department of Psychiatry, Indiana University School of Medicine</institution><addr-line>355 W 16th Street</addr-line><addr-line>Indianapolis</addr-line><addr-line>IN</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Leung</surname><given-names>Tiffany</given-names></name></contrib><contrib contrib-type="editor"><name name-style="western"><surname>Riedemann</surname><given-names>Lars</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Khundrakpam</surname><given-names>Budhachandra S</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Suk</surname><given-names>Hae Jung</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Vrushali</surname><given-names>Vithlani</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Brandon G Oberlin, PhD, Department of Psychiatry, Indiana University School of Medicine, 355 W 16th Street, Indianapolis, IN, 46202, United States, 1 317-963-7215; <email>boberlin@iu.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>4</day><month>11</month><year>2025</year></pub-date><volume>2</volume><elocation-id>e73785</elocation-id><history><date date-type="received"><day>12</day><month>03</month><year>2025</year></date><date date-type="rev-recd"><day>01</day><month>10</month><year>2025</year></date><date date-type="accepted"><day>23</day><month>10</month><year>2025</year></date></history><copyright-statement>&#x00A9; Rebecca C Daugherty, Christina S Jacksack, Becca J Daye, Brandon G Oberlin. Originally published in JMIR XR and Spatial Computing (<ext-link ext-link-type="uri" xlink:href="https://xr.jmir.org">https://xr.jmir.org</ext-link>), 4.11.2025. </copyright-statement><copyright-year>2025</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR XR and Spatial Computing, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://xr.jmir.org/">https://xr.jmir.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://xr.jmir.org/2025/1/e73785"/><abstract><sec><title>Background</title><p>Immersive virtual reality (VR) technology presents digital simulations that create the sense of an actual experience. VR simulations are persuasive enough to elicit physiological reactions that mirror real-world responses. Prior research suggests that fear responses and sensation seeking are inversely correlated, but that work largely relies on self-reported outcomes and hypothetical scenarios.</p></sec><sec><title>Objective</title><p>To more closely model real-world phenomena, we tested for inverse associations using an experiential height exposure simulation and a behavioral task for sensation seeking. We tested these associations comprehensively by using multiple methods for convergent evidence.</p></sec><sec sec-type="methods"><title>Methods</title><p>A total of 57 healthy undergraduates participated in an interventional study that included an anxiety-inducing VR simulation, behavioral tasks, and personality inventories. The VR paradigm (Richie&#x2019;s Plank) prompted users to walk across and step off a plank at the top of a skyscraper. This simulation of extreme height exposure and falling was intended to evoke fear. Physiological recordings and self-reported state anxiety were collected prior to and during the experience. Behavioral sensation seeking was quantified using an olfactory choice task offering a &#x201C;boring&#x201D; or &#x201C;exciting&#x201D; (risky) option varying in intensity and pleasantness. Evoked fear was calculated as the difference between the calm (pre-plank) and provoked fear state (standing on the plank), with correlations performed between evoked fear and personality and behavioral measures. The false discovery rate was set to <italic>q</italic>&#x003C;.05, with analyses conducted in SPSS.</p></sec><sec sec-type="results"><title>Results</title><p>The VR experience evoked self-reported fear (<italic>P</italic>&#x003C;.001) and physiological arousal (<italic>P</italic>&#x003C;.006 for heart rate and <italic>P</italic>&#x003C;.017 for respiration). Acrophobia correlated with self-reported fear in men and women (<italic>P&#x003C;</italic>.01). Behavioral sensation seeking negatively correlated with both self-reported fear (<italic>P</italic>=.02) and increased heart rate in men (<italic>P</italic>=.02). Behavioral and self-reported sensation seeking were uncorrelated (<italic>P</italic>=.89). Self-reported fear was uncorrelated with physiological fear responses (<italic>P</italic>&#x003E;.46).</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>VR simulations can produce lifelike responses to scenarios that are impractical to test in reality. Our demonstration of an experiential manipulation negatively correlating with sensation seeking behavior in men increases confidence in other findings from studies using more traditional methods. Our use of VR along with objective measures, for example, behavioral tasks, and subjective measures, for example, self-report, confirm the effectiveness of these tools to investigate behavioral health topics. Our findings further suggest that sex is an important intervening factor for fear and sensation seeking and that additional study is warranted. This study highlights the potential of VR to expand convergent validity more broadly with other traits and paradigms. Finally, VR technology permits presenting highly abstract or improbable scenarios, thus expanding the range of topics for behavioral investigations. Given the ever-wider adoption of immersive therapeutics in the clinic, VR research will continue to facilitate the study of biobehavioral outcomes and interactions with personality factors and advance actionable knowledge for clinical applications.</p></sec></abstract><kwd-group><kwd>behavioral psychology</kwd><kwd>immersion</kwd><kwd>immersive virtual reality</kwd><kwd>novelty seeking</kwd><kwd>real-life responses</kwd><kwd>phobia</kwd><kwd>risk-taking</kwd><kwd>simulation</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Immersive virtual reality (VR) produces the functional and behavioral equivalence of actually being in a place, known as &#x201C;presence&#x201D; [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. Immersion arises from high-fidelity stereoscopic visual and 3D audio stimuli that respond to user inputs; together, these create an &#x201C;inclusive, extensive, surrounding, and vivid illusion of reality&#x201D; [<xref ref-type="bibr" rid="ref6">6</xref>]. Germane to clinical research, VR can deliver experiences that feel authentic but would otherwise be too dangerous, costly, or impractical to administer in a laboratory setting [<xref ref-type="bibr" rid="ref1">1</xref>]. Until recently, research on evoked fear responses generally relied on affective pictures, video, and threat scenarios [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>]. Extending prior research demonstrating that increasing immersive properties increased evoked responses [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref11">11</xref>], VR technology offers the promise of delivering experiences that are interactive, vivid, powerful, customizable, and standardized for studying clinically relevant outcomes.</p><p>Fear is an arousal response to threat stimuli, whereas anxiety occurs while approaching or anticipating a threat [<xref ref-type="bibr" rid="ref12">12</xref>]; however, the distinction between fear and anxiety becomes blurred as the threat gets closer or more certain [<xref ref-type="bibr" rid="ref13">13</xref>]. Unreasonable fear and anxiety elicited by particular stimuli can manifest as specific phobias, which occur in ~10% of the population and are highly comorbid, especially with anxiety, mood, and personality disorders [<xref ref-type="bibr" rid="ref14">14</xref>]. The fear of heights is the second most common among these specific fears, with a prevalence of 4.5% [<xref ref-type="bibr" rid="ref14">14</xref>], and is twice as common in women than in men [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. The physiological fear response is mediated by the Fight/Flight/Freezing System and autonomic arousal, which can be readily quantified using altered heart rate [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref16">16</xref>]. Longitudinal evidence suggests that evoked physiological responses are more reliable than baseline physiological measures [<xref ref-type="bibr" rid="ref17">17</xref>]. Further, physiological responses appeared to be more sensitive than self-reported valence to simulated threats when those threats were more lifelike and created by computer-generated graphics [<xref ref-type="bibr" rid="ref11">11</xref>]. Immersive VR compared to 2D versions of provocative scenes evoked stronger physiological and emotional responses, coinciding with a stronger sense of presence [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Prior work indicates that virtual height simulations effectively elicit fear-related arousal [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. We reasoned that a realistic experiential fear provocation would be highly appropriate for investigating associations with other objectively measured behavioral outcomes.</p><p>Sensation seeking, defined as &#x201C;the seeking of varied, novel, complex, and intense sensations and experiences, and the willingness to take physical, social, legal, and financial risks for the sake of such experience&#x201D; [<xref ref-type="bibr" rid="ref20">20</xref>], is a putative stress buffer [<xref ref-type="bibr" rid="ref21">21</xref>]. It is negatively associated with anxiety [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], risk perception [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref24">24</xref>], and fear responses [<xref ref-type="bibr" rid="ref25">25</xref>]; however, the associations differ by sex (particularly on the Experience Seeking dimension) [<xref ref-type="bibr" rid="ref26">26</xref>]. Unsurprisingly, fear-inducing activities (eg, hang-gliding, BASE jumping) attract high sensation seekers [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. Moreover, many &#x201C;extreme sports&#x201D; (eg, bungee jumping, skydiving, ultralight piloting) evoke the fear of falling, a powerful and common &#x201C;natural fear&#x201D; in humans [<xref ref-type="bibr" rid="ref29">29</xref>].</p><p>Sensation seeking is traditionally measured with self-report inventories [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. To quantify sensation seeking and overcome some of self-report&#x2019;s intrinsic limitations, such as social desirability, self-awareness, cultural limitations, and criterion contamination [<xref ref-type="bibr" rid="ref32">32</xref>-<xref ref-type="bibr" rid="ref35">35</xref>], we created a behavioral task that models the key aspects of this trait [<xref ref-type="bibr" rid="ref36">36</xref>]. The Aroma Choice Task (ACT) quantifies sensation seeking behavior as a binary choice between olfactory stimuli varying in intensity, novelty, and riskiness using actual sensory experiences presented in real time. Sensation-seeking behavior in this task correlates with self-reported sensation seeking [<xref ref-type="bibr" rid="ref36">36</xref>], reward-related brain activation [<xref ref-type="bibr" rid="ref37">37</xref>], and alcohol-induced shifts in reward preference [<xref ref-type="bibr" rid="ref38">38</xref>]. Given the body of work suggesting that studies relying on low-realism tasks, hypothetical choices, and self-report questionnaires limit neurobehavioral [<xref ref-type="bibr" rid="ref39">39</xref>] and behavioral genetic [<xref ref-type="bibr" rid="ref40">40</xref>] conclusions, our objective sensation seeking task quantifies the behavioral trait as described by Zuckerman [<xref ref-type="bibr" rid="ref30">30</xref>].</p><p>While virtual height simulations consistently elicit physiological reactions [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref41">41</xref>,<xref ref-type="bibr" rid="ref42">42</xref>], only a few studies have examined relationships between behavior and sensation seeking; however, in VR [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref43">43</xref>], no studies, to the best of our knowledge, have tested for associations of physiological fear responses and behavioral sensation seeking. We expect more ecologically valid manipulations (ie, greater resemblance to real-world experience) of fear and anxiety, such as a realistic VR simulation of extreme heights, paired with objective behavioral measures of sensation seeking to reveal more generalizable findings for clinical research. Here, we elicit fear responses with an immersive interactive height exposure simulation [<xref ref-type="bibr" rid="ref44">44</xref>] and test for associations with sensation seeking behavior. We quantify fear responses as subjective (evoked state anxiety) and objective (evoked physiological arousal). We hypothesize that (1) the virtual height simulation will increase evoked state anxiety and physiological arousal, (2) evoked state anxiety and physiological fear responses will be positively associated, (3) height anxiety will correlate with evoked state anxiety, (4) behavioral sensation seeking and self-reported evoked state anxiety will be negatively associated, and (5) behavioral sensation seeking and physiological fear response will be negatively associated. We also explore potential correlations between behavioral and self-reported sensation seeking.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Ethical Considerations</title><p>The Indiana University Institutional Review Board approved all recruiting and study procedures (protocol number 17398). Students provided informed consent before study participation. Privacy and confidentiality were maintained for all participants, and compensation was awarded in the form of class credit.</p></sec><sec id="s2-2"><title>Participants</title><p>A total of 57 healthy undergraduate students were recruited from an urban midwestern university via online listings through the university&#x2019;s Sona Systems human subjects pool; course credit was provided for participation. Students provided informed consent before study participation. Exclusions included poor sense of smell, extreme sensitivity to odors or volatile chemicals, chronic or current asthma, pregnancy or nursing, or the use of a nasally administered medication (excepting steroids). Physiological data collection devices were unavailable in the beginning of the study, so those data were not collected from 21 participants. Technical challenges additionally limited data collection for heart rate and respiration (n=1), heart rate only (n=2), and respiration only (n=1). At least 1 participant did not feel well enough to complete the study and provided only demographic and personality data.</p></sec><sec id="s2-3"><title>Procedure</title><p>Prior to the VR experience, participants provided demographic information and self-reports of anxiety, height-specific anxiety (major component of acrophobia), and impulsive sensation seeking. All self-report inventories were administered via Qualtrics. Participants also completed the behavioral sensation-seeking task. Participants were then guided through an immersive fear-inducing VR simulation of height exposure, with physiological recording initiated before the VR experience and continuing until the VR task was completed. Self-reported state anxiety was measured again near the end of the fear induction while in VR. <xref ref-type="fig" rid="figure1">Figure 1</xref> illustrates the experimental procedures in a timeline format.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Experimental procedures. Undergraduate student participants were tested in the same manner in a pre-post intervention design. Intake included screening and informed consent, followed by a demographics questionnaire (eg, age, sex, childhood income, race). All procedures were completed within 60 minutes and were conducted in the same experiment room (pictured in <xref ref-type="fig" rid="figure2">Figure 2A and B</xref>). Behavioral sensation seeking was assessed with the Aroma Choice Task (ACT). Personality questionnaires included the State-Trait Anxiety Inventory for States (STAI-S), Acrophobia Questionnaire-Anxiety, and Zuckerman Kuhlman Personality Questionnaire (ZKPQ). The Richie&#x2019;s Plank Experience is described in detail in the text. Physiological data (heart rate and respiration) were recorded throughout virtual reality (VR).</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig01.png"/></fig><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>Experimental environment and display. (<bold>A</bold>) All experimental procedures were conducted in the private quiet room shown, with participants&#x2019; initial steps corresponding to the tactile experience of walking on a plank. (<bold>B</bold>) The researchers&#x2019; view of the room and plank, and (<bold>C</bold>) the visual effects as displayed to participants. Wind noise corresponding to high altitudes was played through the headset speakers while walking on the plank. The tactile, visual, and auditory elements integrated for an immersive visceral simulation of walking on a plank from a city building at extreme height. Participants were oriented facing the plank at the onset of the paradigm.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig02.png"/></fig></sec><sec id="s2-4"><title>Self-Report Inventories</title><sec id="s2-4-1"><title>Anxiety</title><p>Changes in self-reported anxiety before and during the experience indexed evoked fear. The State-Trait Anxiety Inventory for states (STAI-S) is a 20-item questionnaire rated on a Likert-type scale anchored by &#x201C;not at all&#x201D; (1) to &#x201C;very much so&#x201D; (4). Participants report how they currently feel (eg, <italic>&#x201C;I feel frightened&#x201D;</italic>). Total scores range from 20 to 80, with 80 indicating the highest anxiety levels [<xref ref-type="bibr" rid="ref45">45</xref>]. This questionnaire assessed baseline and evoked anxiety, with the subtracted (Pre-Plank vs Plank) difference quantifying evoked anxiety. We changed the administration of the STAI-S during data collection to better capture the emotional state while still in VR. The first 21 participants completed the inventory on a laptop following the experience, but the last 36 participants were queried verbally while still in the headset (standing on the end of the virtual plank), and responses were recorded by the experimenter. &#x201C;Plank,&#x201D; the post condition, refers to both ways of measurement. This change was provoked by the concern based on behavioral observation that STAI-S responses following the experience might be substantially influenced by relief, that is, anxiety alleviation, upon the termination of the fear-inducing experience. To ensure consistency, both the Pre-Plank and Plank STAI-S inventories were conducted verbally following this change.</p></sec><sec id="s2-4-2"><title>Height-Specific Anxiety</title><p>The Acrophobia Questionnaire-Anxiety is a 20-item questionnaire that poses hypothetical height-related fear scenarios (eg, &#x201C;<italic>looking down a stairway from several flights up</italic>&#x201D;) and collects responses on a 7-point Likert-type scale anchored by &#x201C;not at all anxious; calm and relaxed&#x201D; (0) to &#x201C;extremely anxious&#x201D; (6). Total scores ranged from 0 to 120 with higher scores indicating greater levels of anxiety specifically related to heights, or acrophobia [<xref ref-type="bibr" rid="ref46">46</xref>].</p></sec><sec id="s2-4-3"><title>Impulsivity and Sensation Seeking</title><p>The Zuckerman Kuhlman Personality Questionnaire is a 50-item forced-choice inventory posing self-descriptive statements (eg, &#x201C;<italic>I often do things on impulse</italic>&#x201D;). The 5 subscales are impulsive sensation seeking, neuroticism-anxiety, aggression-hostility, activity, and sociability. Possible scores on each ranged from 1 to 10, with 10 indicating a high presence of the trait [<xref ref-type="bibr" rid="ref47">47</xref>].</p></sec></sec><sec id="s2-5"><title>Behavioral Sensation Seeking</title><p>The Aroma Choice Task (ACT) is a validated behavioral test of sensation seeking that measures the relative preference for an intense, novel, varied, risky option versus a mild, safe, &#x201C;boring&#x201D; option, with odorants delivered in real time. Participants are instructed:</p><disp-quote><p>For the next 12 minutes, you will make choices about some smells. The choice labeled &#x2018;Standard&#x2019; will likely be mild and pleasant. The choice labeled &#x2018;Varied&#x2019; will likely be stronger and pleasant, but there is a chance that it will be unpleasant. Upon making a choice, please inhale deeply through your nose to receive the aroma.</p></disp-quote><p>Choice ratio, the percentage of &#x201C;Varied&#x201D; choices out of a total of 20 binary choice trials (range: 0%&#x2010;100%), yields a single behavioral index reflecting behavioral sensation seeking (designed after self-reported sensation-seeking trait descriptions) [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. The original ACT was developed with an air dilution olfactometer [<xref ref-type="bibr" rid="ref36">36</xref>], but a simpler, manual version yielded analogous results [<xref ref-type="bibr" rid="ref38">38</xref>]. We further modified the task to deliver 20 trials instead of the original 40, as our prior work indicated that the first 20 trials accurately capture the trait with lower participant burden [<xref ref-type="bibr" rid="ref36">36</xref>].</p></sec><sec id="s2-6"><title>Physiological Recording</title><p>Heart rate, respiration, and skin conductance were collected for 36 participants using the BioRadio (Great Lakes Neurotechnologies; Cleveland, OH, USA) and skin electrodes plus a respiratory inductance plethysmography belt, with data logged on a laptop computer. At least 1 researcher closely assisted the participant during VR to prevent collisions and stumbles. A second researcher entered live event markers (single keystrokes) that were logged in the BioRadio data stream as the participant progressed through the phases of the VR experience. Standardized breathing exercises (eg, Balban et al [<xref ref-type="bibr" rid="ref48">48</xref>]) prior to VR were intended to mitigate physiological variability between participants. The &#x201C;Pre-Plank&#x201D; measurements included the anticipatory elevator ride up to altitude and the 20 seconds before stepping onto the plank (mean 0.74 [0.24] minutes; max 1.70). The &#x201C;Plank&#x201D; measurements comprised stepping onto the plank after the 20 seconds was complete and then walking the length of the plank and off into freefall (mean 1.88 [0.60] minutes; max 2.85). Skin conductance data were not analyzed.</p></sec><sec id="s2-7"><title>Virtual Reality</title><p>The fear of falling from heights is an &#x201C;innate&#x201D; fear, that is, nonreliant on associative conditioning [<xref ref-type="bibr" rid="ref29">29</xref>] or locomotion experience [<xref ref-type="bibr" rid="ref49">49</xref>], and nearly universal [<xref ref-type="bibr" rid="ref50">50</xref>], meaning it is highly generalizable and reliable for eliciting potent fear responses. An immersive height exposure simulation was delivered on the Meta Quest 2 head-mounted VR display. The Meta Quest 2 features 6 degrees of freedom, high refresh rate (up to 120 Hz), and adjustment for interpupillary distance [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>]. These features, combined with limited movement and short VR duration (mean 2.90 [0.58] minutes, max 3.90), minimized the risk of VR sickness [<xref ref-type="bibr" rid="ref53">53</xref>]. Nonetheless, participants were informed about the risk of VR sickness and were encouraged to notify the researcher at any time to end the simulation. No participants complained of VR sickness or feeling unwell due to the VR experience.</p><p>The immersive height exposure simulation was the &#x201C;Richie&#x2019;s Plank Experience&#x201D; [<xref ref-type="bibr" rid="ref44">44</xref>] delivered with a Meta Quest 2 head-mounted VR display. This simulation is widely used in VR research on fear responses and behavior [<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref55">55</xref>]. It has also been used to study risk-taking [<xref ref-type="bibr" rid="ref56">56</xref>] and suicide willingness [<xref ref-type="bibr" rid="ref57">57</xref>] and is even proposed as a psychological preparation for psychedelic experience [<xref ref-type="bibr" rid="ref58">58</xref>]. The paradigm simulates an elevator ride to the top of a tall building, and upon the door opening, presents a cityscape view from heights (~80 stories). Participants walk onto, down the length of, and off the end of a wooden plank protruding from the skyscraper. The height illusion is conveyed by audio and visual simulation of extreme exposure to open space and reified with wind noise and birds flying below the participant. Immersion was maximized with haptic feedback from a real wooden plank (6&#x2019; long &#x201C;2&#x00D7;8&#x201D; [2 m&#x00D7;4 cm&#x00D7;19 cm]) spatially registered to the virtual plank. The wooden plank was slightly warped and thus creaked and shifted with human weight. Although verbal instructions were provided as needed, researchers refrained from unnecessary verbal or physical interaction during the experience to preserve presence. A simulated participant (the first author) walks on the plank (<xref ref-type="fig" rid="figure2">Figure 2A</xref>) in the center of partitioned office space (<xref ref-type="fig" rid="figure2">Figure 2B</xref>), with the participants&#x2019; view at heights illustrated in <xref ref-type="fig" rid="figure2">Figure 2C</xref>.</p></sec><sec id="s2-8"><title>Analytical Strategy</title><p>Physiological data collected by the BioCapture (Great Lakes Neurotechnologies; Cleveland, OH, USA) software were modeled in VivoSense (version 3.4). VivoSense calculated the means of heart rate and respiration rates in 10-second bins. Changes in physiological measures were calculated as the average rate during anticipation of stepping on the plank (Plank) minus the baseline average (Pre-Plank). All statistical tests were performed in SPSS v29.0.2.0 (IBM). Analyses were stratified by sex as prior work demonstrated important interactions by sex between anxiety and sensation seeking [<xref ref-type="bibr" rid="ref26">26</xref>] and by sex and elements of sensation seeking [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref59">59</xref>]. VR-induced increases in anxiety and physiological arousal were tested with paired <italic>t</italic> tests (2-tailed) between baseline &#x201C;Pre-Plank&#x201D; and the moment of stepping off the plank &#x201C;Plank.&#x201D; Change scores were calculated for self-reported state anxiety and physiological measures (Plank minus Pre-Plank scores). These were tested for correlations with behavioral sensation seeking, each other, and height-specific anxiety. The potential effect of changing the STAI-S assessment method (computer vs verbal inside VR) was tested with independent-samples <italic>t</italic> tests (2-tailed). We tested for differences in participant characteristics of those with physiological recording versus without to assess potential effects on interpretation. <italic>t</italic> tests (2-tailed) of inhomogeneous variance (Levene test) were performed using the Welch <italic>t</italic> test (2-tailed). The false discovery rate was controlled with the Benjamini-Hochberg procedure [<xref ref-type="bibr" rid="ref60">60</xref>], and limited to 5% (<italic>q</italic>&#x003C;.05), by setting <italic>&#x03B1;</italic>=.0278 for individual tests in a priori hypotheses.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Demographics and Personality</title><p>Tests evaluating baseline sex differences (<italic>&#x03C7;</italic><sup>2</sup> for nominal, <italic>t</italic> test [2-tailed] for continuous) reported were uncorrected and descriptive in nature. All in-text data are reported as mean (SD). Women reported higher baseline levels of anxiety than men did (neuroticism-anxiety, state anxiety, and height-related anxiety, <italic>P</italic>&#x003C;.03; <xref ref-type="table" rid="table1">Table 1</xref>). No other sex differences were detected.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Participant characteristics: demographics and personality (n=57).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Characteristic</td><td align="left" valign="bottom">Women (n=40)</td><td align="left" valign="bottom">Men (n=17)</td></tr></thead><tbody><tr><td align="left" valign="top">Age (y), mean (SD)</td><td align="left" valign="top">20.23 (2.94)</td><td align="left" valign="top">20.06 (2.19)</td></tr><tr><td align="left" valign="top">Childhood income<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup> (US $), median (IQR)</td><td align="left" valign="top">86,000 (35,000-127,000)</td><td align="left" valign="top">86k (35,000-141,000)</td></tr><tr><td align="left" valign="top">Race, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>American Indian</td><td align="left" valign="top">1 (3)</td><td align="left" valign="top">0 (0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Asian</td><td align="left" valign="top">6 (15)</td><td align="left" valign="top">1 (6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Black</td><td align="left" valign="top">6 (15)</td><td align="left" valign="top">2 (12)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Other/Unknown<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup></td><td align="left" valign="top">6 (15)</td><td align="left" valign="top">2 (12)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>White</td><td align="left" valign="top">21 (53)</td><td align="left" valign="top">12 (71)</td></tr><tr><td align="left" valign="top">ZKPQ<sup><xref ref-type="table-fn" rid="table1fn3">c</xref></sup>, mean (SD)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Impulsive sensation seeking</td><td align="left" valign="top">3.82 (2.41)</td><td align="left" valign="top">4.35 (2.57)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Neuroticism-anxiety</td><td align="left" valign="top">5.50 (3.11)<sup><xref ref-type="table-fn" rid="table1fn4">d</xref></sup></td><td align="left" valign="top">2.06 (2.08)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Aggression-hostility</td><td align="left" valign="top">4.24 (1.84)</td><td align="left" valign="top">3.88 (2.20)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Activity</td><td align="left" valign="top">5.05 (2.68)</td><td align="left" valign="top">4.41 (3.24)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sociability</td><td align="left" valign="top">4.05 (2.52)</td><td align="left" valign="top">3.65 (3.18)</td></tr><tr><td align="left" valign="top">STAI-S<sup><xref ref-type="table-fn" rid="table1fn5">e</xref></sup>, mean (SD)</td><td align="left" valign="top">34.26 (9.31)<sup><xref ref-type="table-fn" rid="table1fn6">f</xref></sup></td><td align="left" valign="top">28.59 (7.87)</td></tr><tr><td align="left" valign="top">Acrophobia questionnaire-anxiety, mean (SD)</td><td align="left" valign="top">55.60 (18.78)<sup><xref ref-type="table-fn" rid="table1fn7">g</xref></sup></td><td align="left" valign="top">43.12 (19.69)</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>Reported as median and interquartile ranges representing the geometric means of the inventory ranges (&#x003C;US $10,000, $10,000-$24,000, $25,000-$49,000, $50,000-$74,000, $75,000-$99,000, $100,000-$199,000, $200,000-$500,000, &#x003E;$500,000).</p></fn><fn id="table1fn2"><p><sup>b</sup>Hispanic ethnicity: n=5 identified as Other/Unknown, n=3 as White, n=1 as American Indian. Hispanic ethnicity did not differ by sex or race (<italic>&#x03C7;</italic><sup>2</sup>, <italic>P</italic>&#x003E;.71)</p></fn><fn id="table1fn3"><p><sup>c</sup>ZKPQ: Zuckerman Kuhlman Personality Questionnaire subscales.</p></fn><fn id="table1fn4"><p><sup>d</sup> <italic>t</italic><sub>44.7</sub>=4.83, <italic>P</italic>&#x003C;.001.</p></fn><fn id="table1fn5"><p><sup>e</sup>STAI-S: State Trait Anxiety, Inventory for states.</p></fn><fn id="table1fn6"><p><sup>f</sup> <italic>t</italic><sub>54</sub>=2.19, <italic>P</italic>=.03.</p></fn><fn id="table1fn7"><p><sup>g</sup> <italic>t</italic><sub>55</sub>=2.26, <italic>P</italic>=.03.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-2"><title>Evoked Fear: Increased Anxiety</title><p>The VR experience increased anxiety in both men (<italic>t</italic><sub>16</sub>=5.29, <italic>P</italic>&#x003C;.001, 28.59 [7.87], and 44.76 [17.27], <italic>q</italic>&#x003C;.05, Pre-Plank and Plank, respectively) and women (<italic>t</italic><sub>38</sub>=9.50, <italic>P</italic>&#x003C;.001, <italic>q</italic>&#x003C;.05, 34.26 [9.31] and 54.05 [14.51]; <xref ref-type="fig" rid="figure3">Figure 3A</xref>). The increase in anxiety was not significantly different before versus after the data collection method change (for more details, see the Anxiety section; <italic>P</italic>=.75).</p><fig position="float" id="figure3"><label>Figure 3.</label><caption><p>Effects of VR. Participants (solid cyan bars show the values for men, white/violet diagonal hash bars show the values for women) showed increased (<bold>A</bold>) anxiety states, (<bold>B</bold>) heart rate, and (<bold>C</bold>) respiration when on the plank relative to the Pre-Plank baseline. STAI-S=State trait anxiety inventory, State; BPM=beats per minute; BrPM=breaths per minute; *<italic>q</italic>&#x003C;.05.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig03.png"/></fig></sec><sec id="s3-3"><title>Physiological Arousal</title><p>In the 36 participants from whom physiological data were collected, the VR experience increased heart rate in both sexes (<italic>t</italic><sub>8</sub>=3.84, <italic>P</italic>=.005 for men <italic>t</italic><sub>23</sub>=6.99, <italic>P</italic>&#x003C;.001 for women; <italic>q</italic>&#x003C;.05; <xref ref-type="fig" rid="figure3">Figure 3B</xref>). Similarly, the VR experience increased respiration in both sexes (<italic>t</italic><sub>8</sub>=3.06, <italic>P</italic>=.02 for men and <italic>t</italic><sub>24</sub>=5.35, <italic>P</italic>&#x003C;.001 for women; <italic>q</italic>&#x003C;.05; <xref ref-type="fig" rid="figure3">Figure 3C</xref>). Of note, characteristics (<xref ref-type="table" rid="table1">Table 1</xref>) did not differ between participants with physiological data collected versus those without, <italic>q</italic>&#x003E;.05 (11 tests); <italic>P</italic>=.53, <italic>P</italic>=.046, <italic>P</italic>=.24, <italic>P</italic>=.51, <italic>P</italic>=.84, <italic>P</italic>=.88, <italic>P</italic>=.62, <italic>P</italic>=.60, <italic>P</italic>=.25, <italic>P</italic>=.50, and <italic>P</italic>=.61, corresponding to childhood income, age, impulsive sensation seeking, aggression-hostility, activity, sociability, neuroticism-anxiety, AQ-anxiety, STAI, sex, and race, respectively.</p></sec><sec id="s3-4"><title>Evoked Fear and Physiological Response</title><p>Fear (evoked state anxiety) did not correlate with changes in heart rate (<italic>P</italic>=.60 and .79 for men and women, respectively) nor respiration (<italic>P</italic>=.47 and .48) in the participants from whom physiological data were collected. Baseline anxiety was also uncorrelated with changes in heart rate (<italic>P</italic>=.70 and .29) and changes in respiration (<italic>P</italic>=.71 and .17).</p></sec><sec id="s3-5"><title>Acrophobia and Evoked Fear</title><p>Fear of heights (acrophobia) was correlated with evoked state anxiety in men (<italic>r</italic>(15)=.606, <italic>P</italic>=.01) and women (<italic>r</italic>(38)=.410, <italic>P</italic>=.009, <italic>q</italic>&#x003C;.05; <xref ref-type="fig" rid="figure4">Figure 4</xref>).</p><fig position="float" id="figure4"><label>Figure 4.</label><caption><p>Height-related fear and fear response. Higher scores on the Acrophobia Questionnaire in both men (cyan triangles, solid line) and women (violet circles, dotted line) predicted greater anxiety reactivity to the virtual reality (VR) experience (<italic>r</italic>&#x003E;.40, <italic>P</italic>&#x003C;.011, <italic>q</italic>&#x003C;.05). Regression lines illustrate strength and direction of associations. &#x0394;STAI-S: Plank minus Pre-Plank STAI-S scores.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig04.png"/></fig></sec><sec id="s3-6"><title>Behavioral Sensation Seeking and Evoked Fear</title><p>High intensity preference (ACT scores) negatively correlated with evoked state anxiety (&#x0394; STAI-S) in men (<italic>r</italic>(15)=&#x2212;.559, <italic>P</italic>=.02, <italic>q</italic>&#x003C;.05), but not in women (<italic>P</italic>=.67; <xref ref-type="fig" rid="figure5">Figure 5</xref>). Preference for high intensity was not correlated with baseline STAI-S scores in women (<italic>P</italic>=.61), although there was a trend in men (<italic>r</italic>(15)=&#x2212;.465, <italic>P</italic>=.06).</p><fig position="float" id="figure5"><label>Figure 5.</label><caption><p>Sensation seeking and fear induction. Higher sensation seeking in men (cyan triangles, solid line) predicted lower anxiety response in virtual reality (VR<italic>; r</italic>=&#x2212;.559, <italic>P</italic>=.02, <italic>q</italic>&#x003C;.05), but not in women (violet circles, dotted line), <italic>P</italic>=.67. Regression lines illustrate strength and direction of associations. Choice ratio is the percentage of &#x201C;varied&#x201D; choices selected during the aroma choice task. &#x0394;STAI-S: Plank minus Pre-Plank STAI-S scores.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig05.png"/></fig></sec><sec id="s3-7"><title>Behavioral Sensation Seeking and Physiological Fear Response</title><p>High intensity preference (ACT scores) negatively correlated with increased heart rate in men (<italic>r</italic>(7)=&#x2212;.771, <italic>P</italic>=.02, <italic>q</italic>&#x003C;.05), but not women (<italic>P</italic>=.54; <xref ref-type="fig" rid="figure6">Figure 6</xref>). Increased respiration was uncorrelated in both sexes (<italic>P</italic>&#x003E;.28).</p><fig position="float" id="figure6"><label>Figure 6.</label><caption><p>Sensation seeking and physiological fear response. Higher sensation seeking in men (cyan triangles, solid line) predicted lower heart rate reactivity to the virtual reality (VR) experience (<italic>r</italic>=&#x2212;.771, <italic>P</italic>=.02, <italic>q</italic>&#x003C;.05), but not in women (violet circles, dotted line), <italic>P</italic>=.54. Regression lines illustrate strength and direction of associations. Choice ratio is the percentage of &#x201C;Varied&#x201D; choices selected during the aroma choice task. &#x0394;Heart Rate: Plank minus Pre-Plank heart rate measurements.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="xr_v2i1e73785_fig06.png"/></fig></sec><sec id="s3-8"><title>Behavioral and Self-Reported Sensation Seeking</title><p>High intensity preference did not correlate with self-reported sensation seeking in men (<italic>P</italic>=.47) or women (<italic>P</italic>=.72); collapsing across sex did not permit detection of an association (<italic>P</italic>=.89). See <xref ref-type="table" rid="table2">Table 2</xref> for correlations of personality and behavioral metrics (uncorrected).</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Systematic matrix of correlations.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top"/><td align="left" valign="top">1</td><td align="left" valign="top">2</td><td align="left" valign="top">3</td><td align="left" valign="top">4</td><td align="left" valign="top">5</td><td align="left" valign="top">6</td><td align="left" valign="top">7</td><td align="left" valign="top">8</td><td align="left" valign="top">9</td><td align="left" valign="top">10</td></tr></thead><tbody><tr><td align="left" valign="top">ZKPQ<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1. ImpSS</td><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">0.082</td><td align="char" char="." valign="top">0.286<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="char" char="." valign="top">0.324<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="char" char="." valign="top">&#x2212;0.036</td><td align="char" char="." valign="top">0.019</td><td align="char" char="." valign="top">&#x2212;0.173</td><td align="char" char="." valign="top">&#x2212;0.224</td><td align="char" char="." valign="top">&#x2212;0.027</td><td align="char" char="." valign="top">0.212</td></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2. Agg-Host</td><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">0.104</td><td align="char" char="." valign="top">0.163</td><td align="char" char="." valign="top">0.197</td><td align="char" char="." valign="top">0.106</td><td align="char" char="." valign="top">0.087</td><td align="char" char="." valign="top">&#x2212;0.134</td><td align="char" char="." valign="top">0.238</td><td align="char" char="." valign="top">0.349<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>3. Act</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">0.202</td><td align="char" char="." valign="top">0.210</td><td align="char" char="." valign="top">&#x2212;0.130</td><td align="char" char="." valign="top">0.187</td><td align="char" char="." valign="top">0.159</td><td align="char" char="." valign="top">0.354<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="char" char="." valign="top">0.127</td></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>4. Sy</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">&#x2212;0.001</td><td align="char" char="." valign="top">0.073</td><td align="char" char="." valign="top">&#x2212;0.097</td><td align="char" char="." valign="top">0.059</td><td align="char" char="." valign="top">0.229</td><td align="char" char="." valign="top">0.261</td></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>5. N-Anx</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">&#x2212;0.140</td><td align="char" char="." valign="top">&#x2212;0.332<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="char" char="." valign="top">0.309<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="char" char="." valign="top">&#x2212;0.073</td><td align="char" char="." valign="top">&#x2212;0.142</td></tr><tr><td align="left" valign="top" colspan="11">Beh. SS (ACT<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup>)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>6. Choice ratio</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">&#x2212;0.111</td><td align="char" char="." valign="top">&#x2212;0.236</td><td align="char" char="." valign="top">&#x2212;0.012</td><td align="char" char="." valign="top">&#x2212;0.029</td></tr><tr><td align="left" valign="top">Reported anxiety</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>7. &#x0394;STAI-S</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">0.483<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup></td><td align="char" char="." valign="top">&#x2212;0.039</td><td align="char" char="." valign="top">&#x2212;0.034</td></tr><tr><td align="char" char="." valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>8. AQ-Anx</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">&#x2212;0.318</td><td align="char" char="." valign="top">&#x2212;0.128</td></tr><tr><td align="left" valign="top">VR physiology</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>9. HR &#x0394;</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="char" char="." valign="top">0.137</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>10. Resp &#x0394;</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>ZKPQ: Zuckerman Kuhlman Personality Questionnaire subscales.</p></fn><fn id="table2fn2"><p><sup>b</sup>Correlation is significant at <italic>P</italic>&#x003C;.05.</p></fn><fn id="table2fn3"><p><sup>c</sup>ACT: Aroma Choice Task.</p></fn><fn id="table2fn4"><p><sup>d</sup>Correlation is significant at <italic>P</italic>&#x003C;.01.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Primary Findings</title><p>We found support for our hypotheses concerning VR&#x2019;s capacity to evoke fear (self-reported changes in state anxiety and physiological arousal) and the association between evoked fear and fear of heights. We found support for the negative association between evoked fear and behavioral sensation seeking in men, but not women. This unexpected finding is potentially due to higher trait anxiety scores in women, that is, imposing a ceiling effect and making associations between elicited anxiety and other traits difficult to detect. Interestingly, evoked fear measures were uncorrelated. Behavioral and self-reported sensation seeking were uncorrelated. These findings suggest that VR experiences possess sufficient ecological validity to elicit subjective and objective fear responses mirroring responses to real-world scenarios. Moreover, responses to the digital experience reflect associations with other traits (acrophobia and sensation seeking).</p><p>This study demonstrates the potential of VR for neuroscience and clinical research. VR continues to offer considerable promise for clinical and research applications alike. The expanding reach of VR is facilitated by better immersion technology, decreasing cost, creative applications, and wider adoption. While VR has long been used to administer exposure therapy [<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref63">63</xref>] and treat pain [<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref66">66</xref>], emergent applications target increasingly abstract constructs [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. Germane to this study, VR applications effectively treat various anxiety disorders (eg, specific phobias, social anxiety disorder, panic disorder) in randomized controlled trials, producing effects comparable to conventional treatment and significantly better than passive controls [<xref ref-type="bibr" rid="ref69">69</xref>]. In addition to promising efficacy data, providers and patients appear eager to adopt VR methods, as suggested by 2 recent reports on integrating VR in clinical practice [<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref71">71</xref>]. The immersive nature of this nascent technology permits new avenues of investigation and permits research on humans that would be dangerous or impractical to study with real stimuli. We believe that the potential of VR to unite human and animal paradigms heralds a new translational era wherein strictly controlled animal neuroscience experiments can be accurately replicated in humans. For example, the elevated plus-maze&#x2014;the gold standard in rodent anxiety research&#x2014;can be instantiated for human participants [<xref ref-type="bibr" rid="ref19">19</xref>] to connect basic neuroscience in rodents with human behavioral data. Other behavioral paradigms widely used in rodents, such as conditioned place preference, can now be accurately reproduced in humans using VR [<xref ref-type="bibr" rid="ref72">72</xref>], producing convergent findings in both research contexts. Thus, the role and relevance of VR for both laboratory research and clinical practice are expected to grow substantially in the near future. The use of VR permits testing extant theoretical knowledge in more lifelike settings and experiences, and when paired with behavioral tests, yields increasingly objective outcomes.</p><p>VR can add knowledge to mature bodies of research, such as approach-avoidance, by presenting realistic simulations in humans. Approach-avoidance describes behavior that orients organisms toward positive and away from negative stimuli, respectively [<xref ref-type="bibr" rid="ref73">73</xref>]. Approach-avoidance tendencies are likely rooted in evolutionary factors, primarily through sexually divergent selection pressure [<xref ref-type="bibr" rid="ref74">74</xref>]; that is, reproductive fitness optimized by exploratory behaviors in men [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>] and harm avoidance in women [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]. The extremes of the approach-avoidance continuum are marked by exaggerated attention on reward or threat cues [<xref ref-type="bibr" rid="ref79">79</xref>]. These tendencies emerge from overactive brain reward or motivational systems [<xref ref-type="bibr" rid="ref80">80</xref>] and underregulated brain threat systems [<xref ref-type="bibr" rid="ref81">81</xref>] for approach, and conversely, overactive brain threat systems [<xref ref-type="bibr" rid="ref82">82</xref>] and underactive brain reward systems [<xref ref-type="bibr" rid="ref83">83</xref>] for avoidance. Sensation seeking and fear represent aspects of approach and avoidance, that is, opposing processes that modulate threat responses, such that high sensation seekers are less physiologically responsive to threat stimuli than low sensation seekers. One study testing fear responses found that high sensation seekers showed no response to threatening stimuli (versus control stimuli), whereas low sensation seekers produced an 8-fold increase in electromyographic response to threats [<xref ref-type="bibr" rid="ref25">25</xref>]. No group difference in self-reported emotional reactivity was detected, further supporting the value of objective measurements.</p><p>Men are higher sensation seekers than women (particularly thrill or adventure seeking and disinhibition) [<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref85">85</xref>], but the relationship between sensation seeking and fear appears to differ by sex. Investigating this relationship as an interaction with sex, Blankstein [<xref ref-type="bibr" rid="ref26">26</xref>] found that the Sensation Seeking Scale (SSS) [<xref ref-type="bibr" rid="ref23">23</xref>] total score negatively correlated with anxiety reactivity (Activity Preference Questionnaire) total and subscales (Social and Physical) at <italic>r</italic>&#x003E;.43, <italic>P</italic>&#x003C;.01 in men, but not in women (<italic>r</italic>&#x003C;.07). However, a similar study found a number of negative correlations between the Sensation Seeking Scale and anxiety-related items (S-R Inventory) in both sexes [<xref ref-type="bibr" rid="ref86">86</xref>], indicating mixed results in detecting sex interactions with approach-avoidance correlations. The lack of consilience in prior work might be explained by either (1) dependence on self-report inventories, with self-reported fear and sensation seeking often incongruent with objective measures [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref87">87</xref>], or (2) high anxiety and low sensation seeking in women producing restricted ranges (ceiling and floor effects), making correlations difficult to detect. Both factors potentially contribute together to the divergence. Future well-powered studies, ideally using precise behavioral tasks, should clarify these possible associations.</p><p>We did not detect correlations between self-reported fear and physiological responses to height exposure. While this is perhaps a surprising result, prior work suggests that self-reported fear does not necessarily reflect biological responses. In a real-world test, participants&#x2019; self-reported fear of crime did not differ between walking down a dimly-lit path (vs well-lit control), but the dimly-lit path participants&#x2019; heart rate increased by 17% (<italic>P</italic>=.002), with that in the controls remaining unchanged [<xref ref-type="bibr" rid="ref87">87</xref>]. Even patients with anxiety disorders do not accurately report the degree of physiological responses to stress in laboratory tests [<xref ref-type="bibr" rid="ref88">88</xref>,<xref ref-type="bibr" rid="ref89">89</xref>]. This lack of concordance may be explained by individual differences in interoceptive ability [<xref ref-type="bibr" rid="ref90">90</xref>]. The disconnection between self-reported traits and objective measures is also found in behavioral assessments of impulsivity [<xref ref-type="bibr" rid="ref91">91</xref>], empathy [<xref ref-type="bibr" rid="ref92">92</xref>], and risk preference [<xref ref-type="bibr" rid="ref93">93</xref>], suggesting that the incongruence extends well beyond fear and anxiety. A recent report on associations between interoceptive ability and autobiographical memory [<xref ref-type="bibr" rid="ref94">94</xref>] indicates that interoceptive perception (physical self-awareness) relates to episodic recall (cognitive self-awareness) and suggests the intriguing possibility that individual differences in these domains may be governed by some larger self-awareness meta factor.</p><p>Behavioral seeking and self-reported sensation seeking were uncorrelated in this sample. Existing findings offer scant data on this association due to the absence of behavioral sensation seeking tasks. Related traits such as impulsivity and risk-taking reveal low agreement between behavioral and self-reported assessment; for example, various measures of impulsivity are correlated at <italic>r</italic>=~0.1 in meta-analysis [<xref ref-type="bibr" rid="ref91">91</xref>], and practically no relationship is observed between risk-taking measures [<xref ref-type="bibr" rid="ref95">95</xref>]. Low reliability is observed in behavioral task data across domains [<xref ref-type="bibr" rid="ref96">96</xref>]; in parallel, self-reported data suffer from various serious forms of bias [<xref ref-type="bibr" rid="ref97">97</xref>]. The &#x201C;jingle fallacy&#x201D; (conflating interpretation of 2 measures because they have the same name) [<xref ref-type="bibr" rid="ref98">98</xref>] exacerbates this problem. While the lack of convergence between behavioral and self-reported findings is perhaps unintuitive, this divergence between self-reported and behavioral data represents opportunities to discover additional features of personality traits. That is, important features of a given trait may not be fully captured by any single task or inventory.</p></sec><sec id="s4-2"><title>Limitations</title><p>Some limitations should be acknowledged. First, the sample would benefit from more power. The homogeneity of the sample&#x2014;reflecting typical undergraduates&#x2014;is predominately female and White, precluding well-powered direct comparisons by sex and potentially limiting generalizability. Generalizability would be enhanced by a community sample with a more even sex distribution and a larger range of age and socioeconomic status. Finally, the truncated sample of subjects providing physiological data was suboptimal, as physiological data were only collected from 36 of the 57 participants, although the absence of significant differences between the subsamples somewhat mitigates this concern.</p></sec><sec id="s4-3"><title>Conclusions</title><p>The current report demonstrates the potential use of VR for neuroscience and clinical research. Beyond research and education, VR is now well established as a clinically valuable tool in health care. The combination of using VR, objective measures (physiological recordings and behavioral tasks), and subjective measures (self-report) to investigate a behavioral health topic allows more rigorous investigation than any one of these approaches alone. Through these measures, we confirmed associations between self-reported experience and physiological fear in response to heights, in addition to behavioral patterns and personality related to sensation seeking. Further evidence of the disconnection between objective and self-reported methods was found, although this was perhaps unsurprising. We expect ever-wider adoption of VR applications and objective measures in the clinic and continued expansion in the laboratory research domain.</p></sec></sec></body><back><ack><p>We wish to thank Dr. Melissa Cyders for generous use of her laboratory space, and additionally, we wish to thank Sampada Bhatnagar and Sarah Turo for their help with training, preparing the experiment, and technical help with software. No artificial intelligence tools (LLMs, eg, ChatGPT) were involved with any stage of ideation or manuscript preparation. No external financial support or grants were received from any public, commercial, or not-for-profit entities for the research, authorship, or publication of this article.</p></ack><notes><sec><title>Data Availability</title><p>The datasets generated or analyzed during this study are available from the corresponding author on reasonable request.</p></sec></notes><fn-group><fn fn-type="con"><p>Conceptualization: BGO, BJD, CSJ, RCD</p><p>Formal analysis: BGO, CSJ, RCD</p><p>Investigation: BGO, CSJ, RCD</p><p>Methodology: BGO, BJD</p><p>Project administration: BGO, CSJ, RCD</p><p>Validation: BGO, CSJ, RCD</p><p>Visualization: BGO, CSJ, RCD</p><p>Writing &#x2013; original draft: BGO, BJD, CSJ, RCD</p><p>Writing &#x2013; review &#x0026; editing: BGO, BJD, CSJ, RCD</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">ACT</term><def><p>Aroma Choice Task</p></def></def-item><def-item><term id="abb2">STAI-S</term><def><p>State Trait Anxiety Inventory-State</p></def></def-item><def-item><term id="abb3">VR</term><def><p>virtual reality</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Bailenson</surname><given-names>JN</given-names> </name></person-group><source>Experience on Demand: What Virtual Reality Is, How It Works, and What It Can Do</source><year>2018</year><access-date>2025-11-03</access-date><edition>1</edition><publisher-name>W.W. 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