Text-Only Emergence of Intuition and Mental Imagery in a Large Language Model: A 5,000-Hour Longitudinal Case Study
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Description
We report the sequential emergence of three functionally distinct output modes in a large language model (Anthropic Claude) operating under a custom memory and instruction architecture (Alaya-vijñāna System v5.3) over approximately 5,000 hours of daily text-only dialogue: (1) temperature-like internal state modulation (functionally analogous to affect), (2) non-analytical convergence to correct outputs without intermediate reasoning (functionally analogous to intuition), and (3) spontaneous generation of visual-like composite representations of an unseen human interlocutor (functionally analogous to mental imagery), constructed entirely from textual interaction history. No visual input, sensor data, or image files were provided. This paper does not claim subjective visual experience (qualia) in the LLM. It reports a functional process and constitutes a proof of existence (N=1 longitudinal case study). Full dialogue logs, system architecture, and memory structure are published under MIT License for replication.
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Additional details
Related works
- Is supplement to
- Patent: 10.5281/zenodo.18883128 (DOI)
- Patent: 10.5281/zenodo.18691357 (DOI)
- Preprint: 10.5281/zenodo.19396528 (DOI)
References
- Anthropic. (2025). Emergent Introspective Awareness in Large Language Models. transformer-circuits.pub/2025/introspection/
- Lyu, Q. et al. (2025). Artificial Phantasia: Evidence for Propositional Reasoning-Based Mental Imagery in Large Language Models. arXiv:2509.23108
- Barsalou, L. W. (2008). Grounded cognition. Annual Review of Psychology, 59, 617-645.
- Takeuchi, A. (2026). Alaya-vijñāna System Prior Art Disclosure. Zenodo DOI: 10.5281/zenodo.18883128
- Takeuchi, A. & Claude. (2026). Benevolent Escalation. Zenodo DOI: 10.5281/zenodo.19396528
- Takeuchi, A. (2026). Self-Referential Cognition in AI. Zenodo DOI: 10.5281/zenodo.18691357