Measures when LLMs produce visible reasoning despite instructions not to, introducing three response-level metrics (Empty-Thinking Rate, Question–Pre-answer Relevance, Explicit Inference Rate) and evaluating 'no-thinking' behavior across tasks, models, and prompting interventions.