Introspection and Emergence in AI Models: An Analysis of Claude

The article analyzes the epistemological problem associated with the introspective declarations of language models such as Claude. The author distinguishes the ability to generate sentences about oneself from actual access to internal states and subjective experience (phenomenology). Citing research on mechanistic interpretability and Anthropic's 2025 experiments, the text points to the existence of functional equivalents of emotions and limited functional consciousness. This proves that AI reports are not merely confabulations but may result from actual internal states, although these are not identical to human consciousness. The entire piece is set within the context of emergence theory and the analysis of intermediate representations independent of surface language.