The problem with asking an LLM for "its reasoning" after the fact, is that any justification it might give is a post-hoc rationalisation rather than a pre-meditated reason.
Agreed, and you could get a completely unrelated LLM to generate a similar apology without any of the real context, it would make up reasoning just as effectively.