The Jacobian lens allows researchers to visualize how Claude processes complex concepts in real time. This technique reveals hidden internal spaces where the model struggles with specific logic puzzles. It provides a rare, concrete look at neural activations. Practitioners can now better diagnose why specific prompts trigger unexpected model hallucinations or failures.