The Jacobian lens allows researchers to visualize how Claude processes abstract concepts. This technique identifies specific internal regions where the model struggles or resolves contradictions. It provides a rare, concrete look at the hidden mechanics of LLM reasoning. Practitioners can now better diagnose why models fail on specific logic puzzles.