Visual Strategies of Avoidantly Attached Individuals: Attachment Avoidance and Gaze Behavior in Deceptive Interactions
Abstract
1. Introduction
2. Theoretical Background
3. The Present Study
- (H1) Higher attachment avoidance is generally associated with increased fixations on the background and upper face (i.e., eye region) and decreased fixations on the lower face.
- (H2) Considering the specific situational conditions of emotionally charged contexts (such as small talk, rehearsed and spontaneous truth and lie responding), attachment avoidance moderates the relationship between condition and gaze fixations, resulting in increased attention to the upper face (i.e., eyes) and background only in spontaneous scenarios and small talk, but not in rehearsed scenarios.
4. Materials and Methods
4.1. Participants and Ethics
4.2. Methods and Conditions
4.2.1. Experiences in Close Relationships
4.2.2. Eye-Tracker Tobii Pro Spectrum
4.2.3. Small-Talk Condition
4.2.4. Rehearsed Truth and Lie Conditions
4.2.5. Spontaneous Truth and Lie Conditions
4.3. Procedure and Settings
4.4. Data Pre-Processing

4.5. Statistical Analyzes
- F: F-value of the effect;
- dfeffect: degrees of freedom of the effect;
- dferror: degrees of freedom of the error.
5. Results
6. Discussion
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| ROI | Region of interest |
| LMMs | Linear mixed-effects models |
| ECR | Experiences in Close Relationships questionnaire |
| AVO | Attachment Avoidance |
| ANX | Attachment Anxiety |
| ECR_AVO | Attachment Avoidance measured via Experiences in Close Relationships questionnaire |
| RMS | Root Mean Square |
| LSTM | Long Short-Term Memory |
References
- Yitzhak, N.; Pertzov, Y.; Aviezer, H. The Elusive Link between Eye-movement Patterns and Facial Expression Recognition. Soc. Personal. Psych. 2021, 15, e12621. [Google Scholar] [CrossRef]
- Kafetsios, K.; Hess, U. Personality and the Accurate Perception of Facial Emotion Expressions: What Is Accuracy and How Does It Matter? Emotion 2022, 22, 100–114. [Google Scholar] [CrossRef] [PubMed]
- Smith, M.L.; Cottrell, G.W.; Gosselin, F.; Schyns, P.G. Transmitting and Decoding Facial Expressions. Psychol. Sci. 2005, 16, 184–189. [Google Scholar] [CrossRef]
- Abeles, D.; Yuval-Greenberg, S. Just Look Away: Gaze Aversions as an Overt Attentional Disengagement Mechanism. Cognition 2017, 168, 99–109. [Google Scholar] [CrossRef]
- Diaz-Piedra, C.; Sanchez-Carrion, J.M.; Rieiro, H.; Di Stasi, L.L. Gaze-Based Technology as a Tool for Surgical Skills Assessment and Training in Urology. Urology 2017, 107, 26–30. [Google Scholar] [CrossRef]
- Hypšová, P.; Seitl, M.; Popelka, S.; Dostál, D. Infrared Thermal Imaging and Eye-Tracking for Deception Detection: A Laboratory Study. Curr. Psychol. 2024, 43, 33239–33251. [Google Scholar] [CrossRef]
- Isbilir, E.; Cakir, M.; Acarturk, C.; Tekerek, S. Towards a Multimodal Model of Cognitive Workload through Synchronous Optical Brain Imaging and Eye Tracking Measures. Front. Hum. Neurosci. 2018, 12, 375. [Google Scholar] [CrossRef]
- Menekse Dalveren, G.G.; Cagiltay, N.E. Insights from Surgeons’ Eye-Movement Data in a Virtual Simulation Surgical Training Environment: Effect of Experience Level and Hand Conditions. Behav. Inf. Technol. 2018, 37, 517–537. [Google Scholar] [CrossRef]
- Salvi, C.; Bowden, E.M. Looking for Creativity: Where Do We Look When We Look for New Ideas? Front. Psychol. 2016, 7, 161. [Google Scholar] [CrossRef] [PubMed]
- Servais, A.; Préa, N.; Hurter, C.; Barbeau, E.J. Why and When Do You Look Away When Trying to Remember? Gaze Aversion as a Marker of the Attentional Switch to the Internal World during Memory Retrieval. Acta Psychol. 2023, 240, 104041. [Google Scholar] [CrossRef]
- Hessels, R.S.; Iwabuchi, T.; Niehorster, D.C.; Funawatari, R.; Benjamins, J.S.; Kawakami, S.; Nyström, M.; Suda, M.; Hooge, I.T.C.; Sumiya, M.; et al. Gaze Behavior in Face-to-Face Interaction: A Cross-Cultural Investigation between Japan and The Netherlands. Cognition 2025, 263, 106174. [Google Scholar] [CrossRef]
- Borza, D.; Itu, R.; Danescu, R. In the Eye of the Deceiver: Analyzing Eye Movements as a Cue to Deception. J. Imaging 2018, 4, 120. [Google Scholar] [CrossRef]
- Proudfoot, J.G.; Jenkins, J.L.; Burgoon, J.K.; Nunamaker, J.F. More Than Meets the Eye: How Oculometric Behaviors Evolve Over the Course of Automated Deception Detection Interactions. J. Manag. Inf. Syst. 2016, 33, 332–360. [Google Scholar] [CrossRef]
- Speth, J.; Vance, N.; Czajka, A.; Bowyer, K.W.; Wright, D.; Flynn, P. Deception Detection and Remote Physiological Monitoring: A Dataset and Baseline Experimental Results. In Proceedings of the 2021 IEEE International Joint Conference on Biometrics (IJCB), Shenzhen, China, 4–7 August 2021; IEEE: Piscataway, NJ, USA, 2021; pp. 1–8. [Google Scholar]
- Twyman, N.W.; Lowry, P.B.; Burgoon, J.K.; Nunamaker, J.F. Autonomous Scientifically Controlled Screening Systems for Detecting Information Purposely Concealed by Individuals. J. Manag. Inf. Syst. 2014, 31, 106–137. [Google Scholar] [CrossRef]
- Vrij, A.; Oliveira, J.; Hammond, A.; Ehrlichman, H. Saccadic Eye Movement Rate as a Cue to Deceit. J. Appl. Res. Mem. Cogn. 2015, 4, 15–19. [Google Scholar] [CrossRef]
- Rauthmann, J.F.; Seubert, C.T.; Sachse, P.; Furtner, M.R. Eyes as Windows to the Soul: Gazing Behavior Is Related to Personality. J. Res. Personal. 2012, 46, 147–156. [Google Scholar] [CrossRef]
- Brumbaugh, C.C.; Fraley, R.C. Adult Attachment and Dating Strategies: How Do Insecure People Attract Mates? Pers. Relatsh. 2010, 17, 599–614. [Google Scholar] [CrossRef]
- Wu, S.; Shimizu, Y. Different Effects of Attachment Anxiety and Avoidance on Attention to Changing Facial Expressions. Jpn. Psychol. Res. 2024, jpr.12563. [Google Scholar] [CrossRef]
- Holleman, G.A.; Hessels, R.S.; Kemner, C.; Hooge, I.T.C. Implying Social Interaction and Its Influence on Gaze Behavior to the Eyes. PLoS ONE 2020, 15, e0229203. [Google Scholar] [CrossRef] [PubMed]
- Viktorsson, C.; Valtakari, N.V.; Falck-Ytter, T.; Hooge, I.T.C.; Rudling, M.; Hessels, R.S. Stable Eye versus Mouth Preference in a Live Speech-Processing Task. Sci. Rep. 2023, 13, 12878. [Google Scholar] [CrossRef]
- Hessels, R.S. How Does Gaze to Faces Support Face-to-Face Interaction? A Review and Perspective. Psychon. Bull. Rev. 2020, 27, 856–881. [Google Scholar] [CrossRef]
- Ainsworth, M.D.S. The Bowlby-Ainsworth Attachment Theory. Behav. Brain Sci. 1978, 1, 436–438. [Google Scholar] [CrossRef]
- Bowlby, J. Attachment and Loss: Retrospect and Prospect. Am. J. Orthopsychiatry 1982, 52, 664–678. [Google Scholar] [CrossRef] [PubMed]
- Seitl, M.; Omastová, E.; Sulejmanov, F.; Hess, U.; Hareli, S.; Dostál, D.; Hypsova, P.; Kafetsios, K. An Emotional Experience of Work. SP 2023, 65, 307–319. [Google Scholar] [CrossRef]
- Mikulincer, M.; Shaver, P.R. Attachment Orientations and Emotion Regulation. Curr. Opin. Psychol. 2019, 25, 6–10. [Google Scholar] [CrossRef] [PubMed]
- Clear, S.J.; Gardner, A.A.; Webb, H.J.; Zimmer-Gembeck, M.J. Common and Distinct Correlates of Depression, Anxiety, and Aggression: Attachment and Emotion Regulation of Sadness and Anger. J. Adult Dev. 2020, 27, 181–191. [Google Scholar] [CrossRef]
- Mikulincer, M.; Shaver, P.R. Attachment in Adulthood: Structure, Dynamics, and Change; The Guilford Press: New York, NY, USA, 2007; p. 578. ISBN 978-1-59385-457-7. [Google Scholar]
- Derakshan, N.; Eysenck, M.W.; Myers, L.B. Emotional Information Processing in Repressors: The Vigilance–Avoidance Theory. Cogn. Emot. 2007, 21, 1585–1614. [Google Scholar] [CrossRef]
- Szymanska, M.; Monnin, J.; Tio, G.; Vidal, C.; Girard, F.; Galdon, L.; Smith, C.C.; Bifulco, A.; Nezelof, S.; Vulliez-Coady, L. How Do Adolescents Regulate Distress According to Attachment Style? A Combined Eye-Tracking and Neurophysiological Approach. Prog. Neuro-Psychopharmacol. Biol. Psychiatry 2019, 89, 39–47. [Google Scholar] [CrossRef]
- Gu, S.; Jiang, Y.; Liu, M.; Li, Y.; Liang, Y.; Feng, R.; Xu, M.; Wang, F.; Huang, J.H. Eye Movements and ERP Biomarkers for Face Processing Problems in Avoidant Attachment-Style Individuals. Front. Behav. Neurosci. 2023, 17, 1135909. [Google Scholar] [CrossRef]
- Niedenthal, P.M.; Brauer, M.; Robin, L.; Innes-Ker, A.H. Adult Attachment and the Perception of Facial Expression of Emotion. J. Pers. Soc. Psychol. 2002, 82, 419–433. [Google Scholar] [CrossRef]
- Sonnby-Borgström, M.; Jönsson, P. Dismissing-avoidant Pattern of Attachment and Mimicry Reactions at Different Levels of Information Processing. Scand. J. Psychol. 2004, 45, 103–113. [Google Scholar] [CrossRef]
- Uccula, A.; Mercante, B.; Barone, L.; Enrico, P. Adult Avoidant Attachment, Attention Bias, and Emotional Regulation Patterns: An Eye-Tracking Study. Behav. Sci. 2022, 13, 11. [Google Scholar] [CrossRef]
- Török-Suri, K.; Németh, K.; Baradits, M.; Csukly, G. Investigating Eye Movements to Examine Attachment-Related Differences in Facial Emotion Perception and Face Memory. J. Imaging 2025, 11, 60. [Google Scholar] [CrossRef]
- Vrij, A.; Akehurst, L.; Knight, S. Police Officers’, Social Workers’, Teachers’ and the General Public’s Beliefs about Deception in Children, Adolescents and Adults. Leg. Criminol. Psychol. 2006, 11, 297–312. [Google Scholar] [CrossRef]
- Griffin, Z.M.; Oppenheimer, D.M. Speakers Gaze at Objects While Preparing Intentionally Inaccurate Labels for Them. J. Exp. Psychol. Learn. Mem. Cogn. 2006, 32, 943–948. [Google Scholar] [CrossRef] [PubMed]
- Mann, S.; Ewens, S.; Shaw, D.; Vrij, A.; Leal, S.; Hillman, J. Lying Eyes: Why Liars Seek Deliberate Eye Contact. Psychiatry Psychol. Law 2013, 20, 452–461. [Google Scholar] [CrossRef]
- Hochman, G.; Glöckner, A.; Fiedler, S.; Ayal, S. “I Can See It in Your Eyes”: Biased Processing and Increased Arousal in Dishonest Responses. Behav. Decis. Mak. 2016, 29, 322–335. [Google Scholar] [CrossRef]
- Doherty-Sneddon, G.; Phelps, F.G. Gaze Aversion: A Response to Cognitive or Social Difficulty? Mem. Cogn. 2005, 33, 727–733. [Google Scholar] [CrossRef]
- Doherty-Sneddon, G.; Bruce, V.; Bonner, L.; Longbotham, S.; Doyle, C. Development of Gaze Aversion as Disengagement from Visual Information. Dev. Psychol. 2002, 38, 438–445. [Google Scholar] [CrossRef]
- Gallardo-Antolín, A.; Montero, J.M. Detecting Deception from Gaze and Speech Using a Multimodal Attention LSTM-Based Framework. Appl. Sci. 2021, 11, 6393. [Google Scholar] [CrossRef]
- Millen, A.E.; Hancock, P.J.B. Eye See through You! Eye Tracking Unmasks Concealed Face Recognition despite Countermeasures. Cogn. Res. 2019, 4, 23. [Google Scholar] [CrossRef]
- Mirsadikov, A.; George, J. Can You See Me Lying? Investigating the Role of Deception on Gaze Behavior. Int. J. Hum.-Comput. Stud. 2023, 174, 103010. [Google Scholar] [CrossRef]
- Derakhshan, A.; Mikaeili, M.; Gedeon, T.; Nasrabadi, A.M. Identifying the Optimal Features in Multimodal Deception Detection. MTI 2020, 4, 25. [Google Scholar] [CrossRef]
- APA. Ethical Principles of Psychologists and Code of Conduct. Available online: https://www.apa.org/ethics/code (accessed on 11 October 2024).
- Seitl, M.; Charvát, M.; Lečbych, M. Psychometrické Charakteristiky České Verze Škály Experiences in Close Relationships (ECR). [Psychometric Characteristics of the Czech Version of Experiences in Close Relationship Scale (ECR)]. Ceskoslov. Psychol. Časopis Pro Psychol. Teor. A Praxi 2016, 60, 351–371. [Google Scholar]
- Valtakari, N.V.; Hooge, I.T.C.; Viktorsson, C.; Nyström, P.; Falck-Ytter, T.; Hessels, R.S. Eye Tracking in Human Interaction: Possibilities and Limitations. Behav. Res. 2021, 53, 1592–1608. [Google Scholar] [CrossRef] [PubMed]
- Deeb, H.; Vrij, A.; Leal, S.; Mann, S.; Burkhardt, J. The Model Sketch for Enhancing Lie Detection and Eliciting Information. Brain Sci. 2022, 12, 1180. [Google Scholar] [CrossRef]
- Deeb, H.; Vrij, A.; Palena, N.; Hypšová, P.; Dib, G.; Leal, S.; Mann, S. Honesty Repeats Itself: Comparing Manual and Automated Coding of Verbal Veracity Cues. Appl. Psycholinguist. 2023, 45, 934–962. [Google Scholar] [CrossRef]
- Deeb, H.; Vrij, A.; Leal, S.; Giorgianni, D.; Hypšová, P.; Mann, S. Exposing Suspects to Their Sketches in Repeated Interviews to Elicit Information and Veracity Cues. Eur. J. Psychol. Appl. Leg. Context 2024, 16, 1–15. [Google Scholar] [CrossRef]
- Vrij, A.; Fisher, R.; Mann, S.; Leal, S. A Cognitive Load Approach to Lie Detection. J. Investig. Psychol. 2008, 5, 39–43. [Google Scholar] [CrossRef]
- Bates, D.; Mächler, M.; Bolker, B.; Walker, S. Fitting Linear Mixed-Effects Models Using Lme4. J. Stat. Soft. 2015, 67, 1–48. [Google Scholar] [CrossRef]
- Kuznetsova, A.; Brockhoff, P.B.; Christensen, R.H.B. lmerTest Package: Tests in Linear Mixed Effects Models. J. Stat. Soft. 2017, 82, 1–26. [Google Scholar] [CrossRef]
- Lenth, R.V. Emmeans: Estimated Marginal Means, Aka Least-Squares Means, version 1.10.7; R Foundation for Statistical Computing: Vienna, Austria, 2017. [Google Scholar]
- Fox, J.; Weisberg, S.; Price, B. Car: Companion to Applied Regression, version 3.1-3; R Foundation for Statistical Computing: Vienna, Austria, 2001. [Google Scholar]
- Lüdecke, D.; Ben-Shachar, M.; Patil, I.; Waggoner, P.; Makowski, D. Performance: An R Package for Assessment, Comparison and Testing of Statistical Models. JOSS 2021, 6, 3139. [Google Scholar] [CrossRef]
- Ben-Shachar, M.; Lüdecke, D.; Makowski, D. Effectsize: Estimation of Effect Size Indices and Standardized Parameters. JOSS 2020, 5, 2815. [Google Scholar] [CrossRef]
- Wickham, H.; Averick, M.; Bryan, J.; Chang, W.; McGowan, L.; François, R.; Grolemund, G.; Hayes, A.; Henry, L.; Hester, J.; et al. Welcome to the Tidyverse. JOSS 2019, 4, 1686. [Google Scholar] [CrossRef]
- Wickham, H.; François, R.; Henry, L.; Müller, K.; Vaughan, D. Dplyr: A Grammar of Data Manipulation, R package version 1.1.4; RStudio: Boston, MA, USA, 2023; Available online: https://github.com/tidyverse/dplyr (accessed on 24 April 2025).
- Bakeman, R. Recommended Effect Size Statistics for Repeated Measures Designs. Behav. Res. Methods 2005, 37, 379–384. [Google Scholar] [CrossRef]
- Lakens, D. Calculating and Reporting Effect Sizes to Facilitate Cumulative Science: A Practical Primer for t-Tests and ANOVAs. Front. Psychol. 2013, 4, 863. [Google Scholar] [CrossRef] [PubMed]
- Satterthwaite, F.E. An Approximate Distribution of Estimates of Variance Components. Biom. Bull. 1946, 2, 110. [Google Scholar] [CrossRef]
- Buchan, J.N.; Paré, M.; Munhall, K.G. The Effect of Varying Talker Identity and Listening Conditions on Gaze Behavior during Audiovisual Speech Perception. Brain Res. 2008, 1242, 162–171. [Google Scholar] [CrossRef] [PubMed]
- Paré, M.; Richler, R.C.; Ten Hove, M.; Munhall, K.G. Gaze Behavior in Audiovisual Speech Perception: The Influence of Ocular Fixations on the McGurk Effect. Percept. Psychophys. 2003, 65, 553–567. [Google Scholar] [CrossRef]
- Rosenblum, L.D.; Miller, R.M.; Sanchez, K. Lip-Read Me Now, Hear Me Better Later. Psychol. Sci. 2007, 18, 392–396. [Google Scholar] [CrossRef]
- Itier, R.J.; Batty, M. Neural Bases of Eye and Gaze Processing: The Core of Social Cognition. Neurosci. Biobehav. Rev. 2009, 33, 843–863. [Google Scholar] [CrossRef]
- Burgess, N.; Becker, S.; King, J.A.; O’Keefe, J. Memory for Events and Their Spatial Context: Models and Experiments. In Episodic Memory: New Directions in Research; Baddeley, A., Aggleton, J., Conway, M., Eds.; Oxford University Press, 2002; pp. 249–268. ISBN 978-0-19-850880-9. [Google Scholar]
- Epstein, R.A.; Parker, W.E.; Feiler, A.M. Where Am I Now? Distinct Roles for Parahippo-campal and Retrosplenial Cortices in Place Recognition. J. Neurosci. 2007, 27, 6141–6149. [Google Scholar] [CrossRef]
- Deeb, H.; Vrij, A.; Leal, S.; Mann, S. Combining the Model Statement and the Sketching While Narrating Interview Techniques to Elicit Information and Detect Lies in Multiple Interviews. Appl. Cogn. Psychol. 2021, 35, 1478–1491. [Google Scholar] [CrossRef]
- Hochreiter, S.; Schmidhuber, J. Long Short-Term Memory. Neural Comput. 1997, 9, 1735–1780. [Google Scholar] [CrossRef]
- Zucchini, W.; MacDonald, I.L.; Langrock, R. Hidden Markov Models for Time Series: An Introduction Using R, 2nd ed.; Monographs on Statistics and Applied Probability; Chapman and Hall/CRC: Boca Raton, FL, USA; Taylor & Francis Group: Boca Raton, FL, USA, 2016; Volume 150, ISBN 978-1-315-37248-8. [Google Scholar]
- Niehorster, D.C.; Hessels, R.S.; Nyström, M.; Benjamins, J.S.; Hooge, I.T.C. gazeMapper: A Tool for Automated World-Based Analysis of Gaze Data from One or Multiple Wearable Eye Trackers. Behav Res 2025, 57, 188. [Google Scholar] [CrossRef] [PubMed]
- Trifiletti, E.; D’Ascenzo, S.; Lugli, L.; Cocco, V.M.; Di Bernardo, G.A.; Iani, C.; Rubichi, S.; Ni-coletti, R.; Vezzali, L. Truth and Lies in Your Eyes: Pupil Dilation of White Participants in Truthful and Deceptive Responses to White and Black Partners. PLoS ONE 2020, 15, e0239512. [Google Scholar] [CrossRef]
- Zloteanu, M.; Vuorre, M. A Tutorial for Deception Detection Analysis or: How I Learned to Stop Aggregating Veracity Judgments and Embraced Signal Detection Theory Mixed Models. J. Nonverbal Behav. 2024, 48, 161–185. [Google Scholar] [CrossRef]



Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Hypšová, P.; Seitl, M.; Popelka, S. Visual Strategies of Avoidantly Attached Individuals: Attachment Avoidance and Gaze Behavior in Deceptive Interactions. J. Eye Mov. Res. 2026, 19, 5. https://doi.org/10.3390/jemr19010005
Hypšová P, Seitl M, Popelka S. Visual Strategies of Avoidantly Attached Individuals: Attachment Avoidance and Gaze Behavior in Deceptive Interactions. Journal of Eye Movement Research. 2026; 19(1):5. https://doi.org/10.3390/jemr19010005
Chicago/Turabian StyleHypšová, Petra, Martin Seitl, and Stanislav Popelka. 2026. "Visual Strategies of Avoidantly Attached Individuals: Attachment Avoidance and Gaze Behavior in Deceptive Interactions" Journal of Eye Movement Research 19, no. 1: 5. https://doi.org/10.3390/jemr19010005
APA StyleHypšová, P., Seitl, M., & Popelka, S. (2026). Visual Strategies of Avoidantly Attached Individuals: Attachment Avoidance and Gaze Behavior in Deceptive Interactions. Journal of Eye Movement Research, 19(1), 5. https://doi.org/10.3390/jemr19010005

