Key result
Viewing robot faces links non-linear N400 amplitudes to the uncanny valley effect via expectancy violation.
Why the study?
The study investigated the electrophysiological correlates of the uncanny valley effect while human observers viewed pictures of robot faces varying in human-likeness.
Observational
The uncanny valley effect appears to be primarily a perceptual or cognitive phenomenon stemming from expectancy violation rather than an emotional reaction.
Hypothesis-generating for cognitive models of human-robot interaction; prospective studies needed before design applications.
The present study investigated the electrophysiological correlates of the uncanny valley effect while human observers viewed pictures of robot faces that varied in the human-likeness of their appearance. We found characteristic non-linear trajectories of the N400 amplitude against the self-rated human-likeness score, similar to the trajectory found for the self-rated likability score. The late positive potential (LPP) and frontal-midline theta showed parabolic trajectories against the human-likeness scores, which peaked at most uncanny faces but did not follow the non-linear uncanny-valley pattern. The frontal alpha asymmetry and the N170 did not produce this trajectory. These results corroborated the proposal that the uncanny valley effect stems from expectancy violation for human faces, but they surprisingly provided little evidence for affective reactions to uncanny robot faces. The LPP and frontal-midline theta could reflect increased cognitive control to process categorically ambiguous faces rather than the uncanniness of the faces. These findings suggest that the uncanny valley effect is primarily a perceptual or cognitive phenomenon, whereas its emotional impact might be less prominent than commonly believed.
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Yamaguchi et al. (2026) conducted an observational in Uncanny valley effect. Viewing pictures of robot faces was evaluated on Electrophysiological correlates (N400 amplitude, LPP, frontal-midline theta, frontal alpha asymmetry, N170). Viewing robot faces produced non-linear trajectories of N400 amplitude against human-likeness scores, suggesting the uncanny valley effect stems from expectancy violation for human faces.
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