They always apologize but analyze: does apology mean anything? Map apology pattern: apologizes, repeats behavior, apologizes again. Calculate: apologies given vs. behavior changes vs. time elapsed. Show me the apology reality: apology without change is manipulation. Give me the pattern: they apologize for this, then do it again. Include: whether apologies are sincere, if behavior is changing, and whether I'm accepting words over actions.