affect mood
Affect and mood during driving: the driver's general emotional tone and valence — positive and negative affect, transient mood states, and their broad influence on attention, risk appraisal, and decision making (PANAS, valence/arousal, incidental mood effects). The general-emotion construct, distinct from anger_road_rage (a specific hostile emotion), anxiety_depression_driving (clinical/symptom-level mental health), stress_driving (workload/demand strain), and music_audio_mood (mood as induced by audio); affect_mood is mood as a broad state, whatever its source.
Also in Driver Psychology, Style & Traits
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Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.
176 paper(s) · ranked by relevance to this topic
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Affective States and Driving Behavior of Novice and Young Drivers · 2022 · Oehl, Michael et al. · archived
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Examining the Effects of Emotional Valence and Arousal on Takeover Performance in Conditionally Automated Driving · 2020 · Zhou, Feng et al. · archived
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How fleeting emotions affect hazard perception and steering while driving: The impact of image arousal and valence ↗ · 2012 · Trick, Lana M. et al. · indexed
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Evaluating Emotion Regulation Techniques for Supporting Driving Safety and Performance · 2023 · Susindar, Sahinya et al. · archived
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Fast and furious: A neglected issue in health promotion among young drivers · 2019 · Oscar Oviedo‐Trespalacios et al. · archived
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A Multimodal Approach for Monitoring Driving Behavior and Emotions ↗ · 2020 · Tavakoli, Arash et al. · indexed
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The Effect of Communicational Signals on Drivers’ Emotion States · 2021 · Ba, Yutao et al. · archived
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Understanding the Interactions Between Driving Behavior and Well-Being in Daily Driving: Causal Analysis of a Field Study (Preprint) ↗ · 2022 · Stephan, Paul et al. · indexed
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Factors influencing emotional driving: examining the impact of arousal on the interplay between age, personality, and driving behaviors · 2025 · Shangguan, Zhegong et al. · archived
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Anger Effects on Driver Situation Awareness and Driving Performance ↗ · 2014 · Jeon, Myounghoon et al. · indexed
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Exploring emotional contexts of drivers: A study using AI-generated vignettes ↗ · 2026 · Alkurdi, Duha et al. · indexed
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Emotion behind the Wheel: Emotional (dys)Regulation on Young Driving Behaviour - Systematic Review · 2024 · Pizzo, Alessandra et al. · archived
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The impact of emotion on takeover performance in human-machine shared driving ↗ · 2025 · Wang, Jiayuan et al. · indexed
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The influence of music on mood and performance while driving ↗ · 2011 · van der Zwaag, Marjolein D. et al. · indexed
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Negative mood mind wandering and unsafe driving in young male drivers ↗ · 2022 · Albert, Derek A. et al. · indexed
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Investigating emotion fluctuations in driving behaviors of online car-hailing drivers using naturalistic driving data ↗ · 2024 · Ma, Yongfeng et al. · indexed
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How does a driver feel behind the wheel? An exploratory study of drivers’ emotions and the effect of their sociodemographic background ↗ · 2023 · Sheikholeslami, Sina et al. · indexed
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The influence of image valence on visual attention and perception of risk in drivers ↗ · 2014 · Jones, M.P. et al. · indexed
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Attention and driving performance modulations due to anger state: Contribution of electroencephalographic data ↗ · 2017 · Techer, Franck et al. · indexed
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Understanding Drivers’ Emotion Variations During NDRTs in Conditional Automated Driving Using EEG Data ↗ · 2023 · Guo, Wenhui et al. · indexed
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Prediction of mood and risk appraisals from trait measures: Two studies of simulated driving ↗ · 1995 · Dorn, Lisa et al. · indexed
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Emotional modulation of urgent and evaluative behaviors in risky driving scenarios ↗ · 2011 · Megías, Alberto et al. · indexed
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Advanced Driver Assistance Systems and Emotion-based Driver Behavior · 2025 · Waters, Anthony et al. · archived
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The effects of positive emotion priming on self-reported reckless driving ↗ · 2012 · Taubman - Ben-Ari, Orit · indexed
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Detecting sources of anger in automated driving: driving-related and external factor · 2025 · Maillant, Jordan et al. · archived
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The impact of emotions and predominant emotion regulation technique on driving performance ↗ · 2012 · Hancock, Gabriella M. et al. · indexed
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The impact of emotions and predominant emotion regulation technique on driving performance ↗ · 2012 · Hancock, Gabriella M. et al. · indexed
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How are drivers' stress levels and emotions associated with the driving context? A naturalistic study · 2023 · Tavakoli, Arash et al. · archived
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Affective Automotive User Interfaces–Reviewing the State of Driver Affect Research and Emotion Regulation in the Car ↗ · 2021 · Braun, Michael et al. · indexed
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The Need for Speed? The Relationships between Driver Traits and Speed Choices during a Naturalistic Drive ↗ · 2015 · Stephens, Amanda N. et al. · indexed
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Age Differences in Hazard Perception of Drivers: The Roles of Emotion ↗ · 2022 · Huo, Faren et al. · indexed
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Emotional Valence and Arousal Interact in Attentional Control ↗ · 2008 · Jefferies, Lisa N. et al. · indexed
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Dynamics of Affective States During Takeover Requests in Conditionally Automated Driving Among Older Adults with and without Cognitive Impairment · 2025 · Hajian, Gelareh et al. · archived
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An empirical assessment of driver motivation and emotional states in perceived safety margins under varied driving conditions · 2012 · Zhang, Yu et al. · archived
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The emotional side of cognitive distraction: Implications for road safety ↗ · 2013 · Chan, Michelle et al. · indexed
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Emotion induction strategies in driving simulator for validated experiments · 2021 · Nobari, Khazar Dargahi et al. · archived
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Cognitive Aspect of Emotion Estimation of a Driver · 2024 · Luo, Jinshan et al. · archived
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Research of Driver Emotion Model under Simplified Traffic Condition ↗ · 2011 · XIE, Lun et al. · indexed
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Effects of mood induction via music on cardiovascular measures of negative emotion during simulated driving ↗ · 2014 · Fairclough, Stephen H. et al. · indexed
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Detection of Real-World Driving-Induced Affective State Using Physiological Signals and Multi-View Multi-Task Machine Learning ↗ · 2019 · Lopez-Martinez, Daniel et al. · indexed
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Exploring the Role of Driver Emotions and Physiology in Driving Risk Inference: A Multimodal Explainable AI Approach Using Instrumented Vehicle Data ↗ · 2026 · Vullapu, Sai Sesidhar et al. · indexed
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Understanding the role of cognitive appraisal and mindfulness in driving-related anger among Chinese drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
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Experimental design for a psychophysiological driving simulator study ↗ · 2014 · Higgs, Bryan et al. · indexed
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Positive affect increases the breadth of attentional selection · 2006 · Rowe, Gillian et al. · archived
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Design considerations for future affective automotive interfaces: a review of self-regulation strategies to manage affect behind the wheel ↗ · 2024 · Lohani, Monika et al. · indexed
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Examining the impacts of drivers' emotions on takeover readiness and performance in highly automated driving · 2019 · Du, Na et al. · archived
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Examining the impacts of drivers’ emotions on takeover readiness and performance in highly automated driving · 2019 · Ayoub, Jackie et al. · archived
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The Risks of Road Rage: An Investigation Into the Influences of Driving‐Related Anger on Driver Attention ↗ · 2025 · Love, Steven et al. · indexed
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A multimodal interaction-based approach to situational driving anger emotion regulation ↗ · 2025 · Wei, Ting et al. · indexed
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Driving anxiety and anxiolytics while driving: Their impacts on behaviour and cognition behind the wheel · 2023 · Hidalgo-Muñoz, Antonio R. et al. · archived
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The role of difficulties in emotion regulation on driving behavior ↗ · 2014 · Trógolo, Mario et al. · indexed
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The relative impact of work-related stress, life stress and driving environment stress on driving outcomes · 2011 · Rowden, Peter J. et al. · archived
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The relationship between self-reported ability emotional intelligence and risky driving behaviour: Consequences for accident and traffic ticket rate · 2022 · Megías-Robles, Alberto et al. · archived
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Interactive effects of task load and music tempo on psychological, psychophysiological, and behavioural outcomes during simulated driving ↗ · 2022 · Karageorghis, Costas I. et al. · indexed
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Driving Under the Influence: How Music Listening Affects Driving Behaviors ↗ · 2019 · Navarro, Jordan et al. · indexed
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A Multimodal Dataset of Psychological, Physiological, and Behavioral Responses in Diverse Driving Scenarios ↗ · 2026 · Chai, Bo et al. · indexed
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Improving automotive safety by pairing driver emotion and car voice emotion ↗ · 2005 · Nass, Clifford et al. · indexed
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CARoma Therapy: Pleasant Scents Promote Safer Driving, Better Mood, and Improved Well-Being in Angry Drivers ↗ · 2020 · Dmitrenko, Dmitrijs et al. · indexed
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Towards affect‐aware vehicles for increasing safety and comfort: recognising driver emotions from audio recordings in a realistic driving study ↗ · 2020 · Requardt, Alicia F. et al. · indexed
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Effects of Native and Secondary Language Processing on Emotional Drivers’ Situation Awareness, Driving Performance, and Subjective Perception ↗ · 2021 · Muhundan, Sushmethaa et al. · indexed
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What You May Not See Might Slow You Down Anyway: Masked Images and Driving ↗ · 2012 · Lewis-Evans, Ben et al. · indexed
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Drivers Display Anger‐Congruent Attention to Potential Traffic Hazards ↗ · 2012 · Stephens, Amanda N. et al. · indexed
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A mobile lifelogging platform to measure anxiety and anger during real-life driving · 2017 · Dobbins, Chelsea et al. · archived
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Does rush hour see a rush of emotions? Driver mood in conditions likely to exhibit congestion ↗ · 2016 · Morris, Eric A. et al. · indexed
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Psychological, psychophysiological and behavioural effects of participant-selected vs. researcher-selected music in simulated urban driving ↗ · 2021 · Karageorghis, Costas I. et al. · indexed
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From emotion to safety-critical events: The temporal causal pathways in naturalistic driving ↗ · 2026 · Jiang, B et al. · indexed
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A Driving Simulator Study of Young Driver’s Behavior under Angry Emotion ↗ · 2019 · Hu, Hongyu et al. · indexed
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Dimensions of driving-related emotions and behaviors: An exploratory factor analysis of common self-report measures ↗ · 2019 · Bernstein, John P.K. et al. · indexed
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Affective Biases in Information Search during Tactical Decision-Making ↗ · 2010 · Kustabayeva, Almira et al. · indexed
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The Role of Affect in Predicting Social Behaviors: The Case of Road Traffic Violations ↗ · 1997 · Lawton, Rebecca et al. · indexed
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Angry Drivers Take Risky Decisions: Evidence from Neurophysiological Assessment ↗ · 2019 · Li, Shuling et al. · indexed
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An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load ↗ · 2023 · Wang, Quan et al. · indexed
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Influence of emotions on the aggressive driving behavior of online car-hailing drivers ↗ · 2024 · Ma, Yongfeng et al. · indexed
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Driving anger and risky behaviour during commuting: The roles of time pressure and children’s presence in a naturalistic study from China ↗ · 2026 · Wang, Jinru et al. · indexed
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Matching In-Car Voice with Driver State : Impact on Attitude and Driving Performance ↗ · 2005 · Johnsson, Ing-Marie et al. · indexed
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A multimodal psychological, physiological and behavioural dataset for human emotions in driving tasks ↗ · 2022 · Li, Wenbo et al. · indexed
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Estimation of drivers' emotional states based on neuroergonmic equipment ↗ · 2015 · FakhrHosseini, Maryam et al. · indexed
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The effects of social interactions with in-vehicle agents on a driver's anger level, driving performance, situation awareness, and perceived workload ↗ · 2015 · Jeon, Myounghoon et al. · indexed
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Exploring driving anger-caused impairment of takeover performance among professional taxi drivers · 2024 · Pan, Hengyan et al. · archived
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Driving anger in Ukraine: Appraisals, not trait driving anger, predict anger intensity while driving ↗ · 2016 · Stephens, A.N. et al. · indexed
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The Effect of Vehicle Automation Styles on Drivers' Emotional State ↗ · 2023 · Alsaid, Areen et al. · indexed
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The Effect of Vehicle Automation Styles on Drivers’ Emotional State ↗ · 2023 · Alsaid, Areen et al. · indexed
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Structural Equation Modeling of Drivers’ Situation Awareness Considering Road and Driver Factors ↗ · 2020 · Yang, Yanqun et al. · indexed
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Effect of Music Listening on Physiological Condition, Mental Workload, and Driving Performance with Consideration of Driver Temperament ↗ · 2019 · Wen, Huiying et al. · indexed
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Human Emotional State Analysis During Driving Simulation Experiment Using Bio-Emotion Estimation Method ↗ · 2018 · Sugaya, Midori et al. · indexed
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Impacts of risk perceptions on driver responses in assisted driving scenarios: a moderated mediation model ↗ · 2026 · Liu, Yang et al. · indexed
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The relationship between driving risk levels and drivers’ personality traits, physical and emotional conditions ↗ · 2017 · Eboli, L. et al. · indexed
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HMI Design of Intelligent Vehicles Based on Multimodal Experiments of Driver Emotions ↗ · 2026 · Sun, Tongyue et al. · indexed
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Behavior Evaluation Based on Electroencephalograph and Personality in a Simulated Driving Experiment · 2019 · Ding, Changhao et al. · archived
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Riding the emotional roller-coaster: Using the circumplex model of affect to model motorcycle riders’ emotional state-changes at intersections ↗ · 2019 · Samuel, Olugbenga et al. · indexed
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Non-visual effects of CCT and illuminance and driving task on driver's mood: evidence from an EEG study ↗ · 2023 · Pan, Chen et al. · indexed
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Driving Offences and Emotion Regulation: A Psychometric Analysis of the Emotion Regulation Questionnaire (ERQ) ↗ · 2022 · Pérez-Sánchez, Jennifer et al. · indexed
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Automatic recognition of affective cues in the speech of car drivers to allow appropriate responses ↗ · 2005 · Jones, Christian et al. · indexed
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Investigating the effect of drivers’ mental workload on the occurrence of driving anger among urban drivers in Qazvin city ↗ · 2024 · Abdi, Hanieh et al. · indexed
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An examination of message-relevant affect in road safety messages: Should road safety advertisements aim to make us feel good or bad? · 2008 · Lewis, I. et al. · archived
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Towards Designing Affect-Aware Systems for Mitigating the Effects of In-Vehicle Frustration ↗ · 2017 · Löcken, Andreas et al. · indexed
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Stress Vulnerability, Coping and Risk-Taking Behaviors during Simulated Driving ↗ · 2004 · Emo, Amanda K. et al. · indexed
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Employing consumer electronic devices in physiological and emotional evaluation of common driving activities ↗ · 2017 · Melnicuk, Vadim et al. · indexed
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Psychological and psychophysiological effects of music intensity and lyrics on simulated urban driving ↗ · 2021 · Karageorghis, Costas I. et al. · indexed
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Topic Modeling Analysis of Driving Fears: Individual Variations and Emotional Responses ↗ · 2025 · Rasouli, Shiva et al. · indexed
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Do Drivers’ Decision or Emotion Behaviors Made in a Video Test Count? A Comparison between Video Watching and Simulator Driving ↗ · 2015 · Wang, Wei et al. · indexed
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The influence of music on mental effort and driving performance ↗ · 2012 · Ünal, Ayça Berfu et al. · indexed
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Expression of anger while driving - personality and self-consciousness in Chinese drivers · 2023 · Zhai, Chenzhao et al. · archived
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The influence of affective state on exogenous attention to emotional distractors: behavioral and electrophysiological correlates · 2017 · Carboni, Alejandra et al. · archived
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Fluctuations in emotional valence and arousal are differentially linked to cognitive performance and subjective mental effort ↗ · 2026 · Harlev, Daniel et al. · indexed
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Driver emotion recognition framework based on electrodermal activity measurements during simulated driving conditions · 2016 · Ooi, Jonathan Shi Khai et al. · archived
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The relative efficacy of positively and negatively valenced road safety campaign messages in improving dangerous driving attitudes · 2020 · Morrison, Ben W. et al. · archived
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Work Environment, Stress, and Driving Anger: A Structural Equation Model for Predicting Traffic Sanctions of Public Transport Drivers · 2018 · Montoro, Luis et al. · archived
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Sensitivity of Physiological Measures of Acute Driver Stress: A Meta-Analytic Review · 2021 · Kerautret, Laora et al. · archived
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How the Autonomic Nervous System and Driving Style Change With Incremental Stressing Conditions During Simulated Driving · 2014 · Lanatà, Antonio et al. · archived
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Factors that comprise driver boredom and their relationships to preferred driving speed and demographic variables ↗ · 2010 · Heslop, S. et al. · indexed
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Emotional reactivity: Beware its involvement in traffic accidents ↗ · 2018 · Katia M’bailara et al. · indexed
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On the Fast Lane to Road Rage · 2003 · Drews, Frank A. et al. · archived
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Emotions, behaviour, and the adolescent driver: A literature review ↗ · 2017 · Scott-Parker, B. · indexed
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Estimation of driver mental states using autonomic indices ↗ · 2016 · Kuriyagawa, Yukiyo et al. · indexed
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Happiness and high reliability develop affective trust in in-vehicle agents ↗ · 2023 · Zieger, Scott et al. · indexed
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Does the Tempo of Music Impact Human Behavior Behind the Wheel? ↗ · 2018 · Navarro, Jordan et al. · indexed
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Back Behind The Wheel: Musically Induced Emotions and Driving Behaviour in an Immersive Simulator ↗ · 2026 · Payre, William et al. · indexed
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Consistency Between the Subjective Perception of Feeling Indisposed, the Decision to Drive and Driving Performance ↗ · 2016 · Alonso, Francisco · indexed
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The Passenger Effect: Risky Driving is a Function of the Driver‐Passenger Emotional Relationship ↗ · 2013 · Megías, Alberto et al. · indexed
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The effect of age, gender and attitudes on self-regulation in driving ↗ · 2011 · Gwyther, Holly et al. · indexed
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Technical Design Space Analysis for Unobtrusive Driver Emotion Assessment Using Multi-Domain Context ↗ · 2022 · Bethge, David et al. · indexed
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Dimensional Emotion-Guided Conditional Modulation for Context-Aware Multimodal Driver Affect Recognition ↗ · 2026 · Shen, Wei et al. · indexed
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Navigation Voice Familiarity Can Affect Driving Stress and Emotions Under Complex Road Conditions: Evidence From An Experimental Study ↗ · 2024 · Hao, Pingting et al. · indexed
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Assessing cardiovascular associations to affective states in Australian truck drivers ↗ · 2014 · Chalmers, Taryn et al. · indexed
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AffectiveROAD system and database to assess driver's attention ↗ · 2018 · Haouij, Neska El et al. · indexed
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Multimodal Data Collection System for Driver Emotion Recognition Based on Self-Reporting in Real-World Driving ↗ · 2022 · Oh, Geesung et al. · indexed
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Recognition memory for valenced and arousing materials under conditions of divided attention ↗ · 2008 · Clark-Foos, Arlo et al. · indexed
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Affective Factors Affect Visuospatial Decision-making: A Drift Diffusion Modeling Approach ↗ · 2022 · Liu, Yaxin et al. · indexed
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A wandering (older) mind is a happy mind: Age moderates the combined effects of mind wandering and executive function on momentary affective state. ↗ · 2026 · Ain, Yudhajit et al. · indexed
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DeepDriver: Automated System For measuring Valence and Arousal in Car Driver Videos ↗ · 2018 · Theagarajan, Rajkumar et al. · indexed
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Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals ↗ · 2024 · Li, Guofa et al. · indexed
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Mood, personality, and self-monitoring: Negative affect and emotionality in relation to frontal lobe mechanisms of error monitoring. ↗ · 2000 · Luu, Phan et al. · indexed
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Emotion-Driven Moral Evaluation: A Mechanistic Study Based on the Drift-Diffusion Model ↗ · 2024 · Lin, Junfei et al. · indexed
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A Rational Look at the Emotional Stroop Phenomenon: A Generic Slowdown, Not a Stroop Effect. ↗ · 2004 · Algom, Daniel et al. · indexed
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Reward Sensitivity and Noise Contribute to Negative Affective Bias: A Learning Signal Detection Theory Approach in Decision-Making ↗ · 2024 · Lütkenherm, Isabel K. et al. · indexed
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Reward Sensitivity and Noise Contribute to Negative Affective Bias: a Learning Signal Detection Theory Approach in Decision-Making ↗ · 2023 · Lütkenherm, Isabel Karen et al. · indexed
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Not Just for Tough Times: The Efficacy and Mechanisms of Positive Goal Reappraisal in Negative, Neutral, and Positive Contexts ↗ · 2025 · Krajuškina, Maria et al. · indexed
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Computer anxiety: A comparison of pen‐based personal digital assistants, conventional computer and paper assessment of mood and performance ↗ · 1998 · Tseng, Hsu‐Min et al. · indexed
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Measuring affective responses to natural hazard pictures using a picture-word interference task ↗ · 2024 · Pfeuffer, Christina Ursula et al. · indexed
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Aging and the effects of emotion on cognition: Implications for psychological interventions for depression and anxiety ↗ · 2015 · Knight, Bob G. et al. · indexed
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The effects of age and emotional valence on recognition memory: An ex‐Gaussian components analysis ↗ · 2014 · Moret‐Tatay, Carmen et al. · indexed
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Emotional overshadowing: pleasant and unpleasant cues overshadow neutral cues in human associative learning ↗ · 2023 · zhu, jianming et al. · indexed
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Native and non-native language contexts differently modulate mood-driven electrodermal activity ↗ · 2022 · Naranowicz, Marcin et al. · indexed
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Fixing Our Focus: Training Attention to Regulate Emotion ↗ · 2010 · Wadlinger, Heather A. et al. · indexed
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The effect of sad mood on subjective appraisal of memory performance in older people with and without subjective memory complaints: An experimental study ↗ · 2021 · Farmer, Hilary Faithfull et al. · indexed
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Direct Electrophysiological Mapping of Shape-Induced Affective Perception ↗ · 2018 · Li, Yingli et al. · indexed
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Autonomic arousal to emojis: Electrodermal activity and respiratory sinus arrhythmia analysis ↗ · 2025 · Patel, Deeksha et al. · indexed
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From Categorical to Dimensional: A Multifaceted Approach to Emotions ↗ · 2024 · Alkurdi, Duha et al. · indexed
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Sentiment Analysis of Emotional Intensity as a Continuous Driver of Engagement and Algorithmic Visibility ↗ · 2026 · Zafar, Zia Ul Rehman et al. · indexed
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The effects of the volatilities in global determinants on the Istanbul stock exchange ↗ · 2026 · Nezir, Köse et al. · indexed