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This paper introduces a mathematical theory explaining why Anthropic's Jacobian lens (J-lens) preferentially detects coherent features—leading, spatially coherent Lyapunov modes—in LLM hidden states, validating the analysis on Bayes filters and toy transformers, and proposing a family of ω-J-lenses emphasizing different temporal scales.