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Paper · arXiv

Metaphor Tracer: A Theory-Informed Analysis of Hidden States

What do a language model's hidden states say about the organization of a single text? From one forward pass, without training, we score every token position on two properties. The *aggregator* measures whether the position consolidates the whole text into a stable configuration. The *differentiator*, whether other tokens are transiently carried into its subspace as the model reads: metaphor in its root sense, transport. Constants were frozen on one discovery text; every other is confirmatory. The aggregator is not, in the classic sense, an information measure, nor a measure of salience. Across three unrelated models, as a signifier repeats, its surprisal and its attention drain while its ...

AuthorsMarc Heimann, Roxana Assadi Moghaddam, Olga Brovkina et al.
Primary categorycs.AI
Published30 July 2026
Last updated at source30 July 2026
cs.AIcs.CL
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