Why exactly should consciousness require the ability for internal state to change? That seems like a fairly arbitrary requirement to me.

Even if we allow it, from a certain perspective it does change, otherwise each token output would be identical. They are not.

First you have to define consciousness. I don't see how you do that without self-reference and state transitions.