Honestly, people need to get over this debate. It's pretty irrelevant in a lot of cases. When people ask "what is the model thinking?", they're really asking "what caused the model to produce this response (as opposed to a bunch of other plausible ones)?"

Whether it's thinking or word prediction or whatever you want to call it, people are trying to understand the causal chain.