An LLM, without a prompt, just sits there. No idle "thoughts"/computations, anything to indicate it has any level of actual cognition. And will do so endlessly until a command input is given. Never an attempt at self driven action.
We can see their cousins/memory usage. It's very clear when it's doing something.