The Jacobian lens allows researchers to visualize how Claude processes abstract concepts. This tool identifies specific internal spaces where the model puzzles over contradictory information before deciding on an answer. It provides a rare, concrete look at model interpretability. Practitioners can now better understand why LLMs hallucinate or struggle with specific logical paradoxes.