cs.ROMay 12, 2026

Emotional Expression in Low-Degrees-of-Freedom Robots: Assessing Perception with Reachy Mini

Authors: Amit RogelElmira YadollahiGuy Laban

Organizations: Robotic Musicianship Lab, Georgia Institute of Technology, Atlanta, GA, USA · School of Computing and Communications, Lancaster University, Lancaster, UK · Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Beer Sheva, Israel · School of Brain Sciences and Cognition, Ben-Gurion University of the Negev, Beer Sheva, Israel · The Azrieli National Center for Autism and Neurodevelopment Research, Ben-Gurion University of the Negev, Beer Sheva, Israel

Abstract

Emotion expression is central to human--robot interaction, yet little is known about how people interpret affect on robots with sparse, non-anthropomorphic expressive capabilities. This study examined how people perceive emotional expressions displayed by Reachy Mini (Pollen Robotics and Hugging Face), a low-degree-of-freedom (low-DoF) robot with a constrained and distinctly non-human expressive repertoire. In an online within-subjects study, 100 participants viewed 10 short video clips of Reachy Mini expressing different emotions and, for each clip, identified the perceived emotion, rated its valence and arousal, and evaluated the robot on social-perception traits. Exact emotion recognition was modest overall and varied considerably across expressions, with anger, sadness, and interest recognized more reliably than emotions such as love, pleasure, shame, and disgust. However, participants were generally more successful at recovering broader affective meaning than exact emotion labels, particularly along valence and arousal dimensions. Emotional expressions also shaped social evaluation, as positive expressions were perceived as warmer and more sociable than negative ones, and animacy varied less across conditions. These findings suggest that even constrained robotic expressions can communicate affective meaning and influence social impressions, positioning Reachy Mini as a useful benchmark for studying affective communication in low-DoF robots.

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