In my own experience, when I'm asked a question, my inner voice starts giving answers immediately, following associations and what "feels right"; the result is eerily similar to LLMs, particularly when they're hallucinating. The difference is, you see the immediate output of an LLM; with a person, you see/hear what they choose to communicate after doing some mental back-and-forth.
So I'm not saying LLMs are thinking - mostly for the trivial reason of them being exposed through low-level API, without built-in internal feedback loop. But I am saying they're performing the same kind of thing my inner voice does, and at least in my case, my inner voice does 90% of my "thinking" day-to-day.
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[0] - In fact, many years before LLMs were a thing, I independently started describing my inner narrative as a glorified Markov chain, and later discovered it's not an uncommon thing.