Effects of observing a robot expressing approach-avoidance conflict on observers’ self-evaluations of personal courage

Courage involves pursuing a valued action despite fear, hesitation, or competing motives. However, the pre-action conflict relevant to judging an act as courageous is difficult to observe directly and manipulate systematically when another human serves as the model. Robots provide a means of representing such otherwise covert motives in a controlled and reproducible form. We therefore examined how a robot’s expression of approach-avoidance conflict is perceived and how it relates to observers’ immediate self-evaluations of personal courage. Speech bubbles were projected near the head of a cylindrical robot to present approach and avoidance motives in a scenario in which the robot encountered a person littering in a park. Study 1 compared conflict and no-conflict conditions and sequential and simultaneous presentation methods to determine whether a robot expressing approach-avoidance conflict was perceived as courageous. Study 2 varied whether the robot expressed one motive direction or both approach and avoidance motives and whether it admonished the litterer, and examined whether post-stimulus courage self-evaluations differed according to observers’ preexisting courage tendency. In Study 1, the conflict condition yielded higher courage and conflict ratings than the no-conflict condition. In Study 2, the predicted three-way interaction was not supported. Instead, we observed an interaction between preexisting courage tendency group and conflict expression that was not specified in the primary hypothesis, with self-evaluations in the conflict condition tending to be higher in the low-courage group and lower in the high-courage group. Although neither group’s conflict contrast was significant after correction for multiple comparisons, this contrasting pattern is an exploratory finding suggesting that robot-expressed conflict may be received differently depending on observers’ preexisting courage tendency. The study provides a controlled HRI paradigm for examining how robot-expressed motives are perceived and raises the possibility that user characteristics may be relevant when designing robots that display cues to internal processes.

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Publication Details

Journal
Frontiers in Robotics and AI
Published
2026-11-09
DOI
https://doi.org/10.3389/frobt.2026.1988670
Primary Topic
Social Robot Interaction and HRI
Type
article
Field-Weighted Citation Impact
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article

Effects of observing a robot expressing approach-avoidance conflict on observers’ self-evaluations of personal courage

Yuki Shimizu, Hideyuki Takahashi, Midori Ban, Hiroshi Ishiguro
Frontiers in Robotics and AI
Social Robot Interaction and HRI
article

Effects of observing a robot expressing approach-avoidance conflict on observers’ self-evaluations of personal courage

Yuki Shimizu, Hideyuki Takahashi, Midori Ban, Hiroshi Ishiguro
article en

Abstract

Courage involves pursuing a valued action despite fear, hesitation, or competing motives. However, the pre-action conflict relevant to judging an act as courageous is difficult to observe directly and manipulate systematically when another human serves as the model. Robots provide a means of representing such otherwise covert motives in a controlled and reproducible form. We therefore examined how a robot’s expression of approach-avoidance conflict is perceived and how it relates to observers’ immediate self-evaluations of personal courage. Speech bubbles were projected near the head of a cylindrical robot to present approach and avoidance motives in a scenario in which the robot encountered a person littering in a park. Study 1 compared conflict and no-conflict conditions and sequential and simultaneous presentation methods to determine whether a robot expressing approach-avoidance conflict was perceived as courageous. Study 2 varied whether the robot expressed one motive direction or both approach and avoidance motives and whether it admonished the litterer, and examined whether post-stimulus courage self-evaluations differed according to observers’ preexisting courage tendency. In Study 1, the conflict condition yielded higher courage and conflict ratings than the no-conflict condition. In Study 2, the predicted three-way interaction was not supported. Instead, we observed an interaction between preexisting courage tendency group and conflict expression that was not specified in the primary hypothesis, with self-evaluations in the conflict condition tending to be higher in the low-courage group and lower in the high-courage group. Although neither group’s conflict contrast was significant after correction for multiple comparisons, this contrasting pattern is an exploratory finding suggesting that robot-expressed conflict may be received differently depending on observers’ preexisting courage tendency. The study provides a controlled HRI paradigm for examining how robot-expressed motives are perceived and raises the possibility that user characteristics may be relevant when designing robots that display cues to internal processes.

Frontiers in Robotics and AIVol. 13
Otemon Gakuin University (JP), Kyoto Tachibana University (JP), The University of Osaka (JP)
Social Robot Interaction and HRI
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