Mental Models of Autonomy and Sentience Shape Reactions to AI

Ментальные модели автономности и разумности формируют реакции на ИИ
Janet V. T. Pauketat, Daniel B. Shank, Aikaterina Manoli, Jacy Reese Anthis
2026-04-13

AI autonomyAI sentiencemind perceptionmoral considerationperceived threat
Narratives about artificial intelligence (AI) entangle autonomy, the capacity to self-govern, with sentience, the capacity to sense and feel. AI agents that perform tasks autonomously and companions that recognize and express emotions may activate mental models of autonomy and sentience, respectively, provoking distinct reactions. To examine this possibility, we conducted three pilot studies (N = 374) and four preregistered vignette experiments describing an AI as autonomous, sentient, both, or neither (N = 2,702). Activating a mental model of sentience increased general mind perception (cognition and emotion) and moral consideration more than autonomy, but autonomy increased perceived threat more than sentience. Sentience also increased perceived autonomy more than vice versa. Based on a within-paper meta-analysis, sentience changed reactions more than autonomy on average. By disentangling different mental models of AI, we can study human-AI interaction with more precision to better navigate the detailed design of anthropomorphized AI and prompting interfaces.
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A within-paper meta-analysis found that sentience changed reactions more than autonomy on average, supporting more precise AI design and interaction research.
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Across three pilot studies and four preregistered vignette experiments (N = 3,076 total), sentience increased mind perception and moral consideration more than autonomy.
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Autonomy increased perceived threat more than sentience, indicating distinct psychological responses to autonomous versus sentient AI.
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Sentience increased perceived autonomy more than autonomy increased perceived sentience.
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The study distinguishes autonomy and sentience as separate mental models that shape human reactions to AI.

AI agents and companions described as autonomous, sentient, both, or neither

How mental models of autonomy and sentience shape human reactions, including mind perception, moral consideration, perceived threat, and perceived autonomy

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2026-04-13
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Authors
Janet V. T. Pauketat
Daniel B. Shank
Aikaterina Manoli
Jacy Reese Anthis
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