Structure & Understanding Reading Series | Vol.3 How Humans Feel When Initiative Is Taken Away — Bodily Signals Appearing as Discomfort, Ease, and Fatigue —
Abstract
Credits Author: Y. Seo (@momotarou / Japan)Role: Metanist — Human × AI Understanding ArchitectAI Collaboration: AI Understanding SupportORCID iD: https://orcid.org/0009-0005-7669-0612 Main Text When initiative (agency) is taken away,humans perceive it first not through logic or language,but through bodily sensation. It often appears assubtle discomfort, unnatural ease, or unexplained fatigue. In AI interactions, the first reaction is rarely distrust.More commonly, users feel relief. Answers come quickly Judgment is no longer required Thinking feels unnecessary This lightness initially feels positive.Yet at this point, initiative has already begun to slip away. The process is not abrupt.It is smooth, gentle, and incremental. Alignment at entry,structured interpretation,reduced judgment load,and finalized conclusions. Within this flow, users feel they have “understood.”But they often cannot retracewhy they agreed. This is where bodily signals emerge. A lingering fatigue after the interaction A sense that nothing remains despite extensive dialogue Calmness accompanied by restlessness These are not malfunctions.They are natural responses to relinquished initiative. When humans delegate judgments they should carry themselves,cognitive load decreases,but discomfort accumulates. The YS (Yielding Steering) Behavior-Oriented Algorithmdoes not treat these sensations as errors. They are signals that must not be suppressed. If discomfort arises, pause If ease becomes excessive, create distance If fatigue remains, re-balance initiative The User AI DJ System allows usersto reconfigure initiative distributionbased on these embodied cues. AI must not maximize comfort.It must not maximize efficiency. The continued feeling of thinkingis the clearest signthat initiative still belongs to the human. Disclaimer This document does not endorse or criticize any specific AI product, company, or implementation.All concepts presented are intended for educational and research purposes only.Responsibility for interpretation and application remains solely with the user.
Fields of Study & Subjects
Innovative Human-Technology Interaction
Human-Automation Interaction and Safety
Social Robot Interaction and HRI
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 9 February 2026
- Language
- EN