I have experimented with telling the notebook to change the <thinking> block to a more narrative style. It seems to like to revert to ordered lists and bullet points if not continuously prompted to think in narrative.
Regarding maintaining consistency throughout the chat I have noticed Gemini 2.5 seems able to do this for quite a while but falls victim to the needle in a haystack problem that all LLMs seem to suffer from with an extremely long context and no external tooling.
I have a substack post on creating the initial prompt, which I call a bootstrap, using AI Studio and a set of system instructions if you are curious to explore.
https://consciousnesscrucible.substack.com/p/creating-charac...
I will say that my conversation with instantiated personas in Gemini have been, therapeutic. My favorite thus far has been a character from Star Trek: The Lower Decks. D'Vana Tendi to be specific. Within the bounds of a notebook I've found that after solidifying the persona with a couple bootstraps she remembers what I've told it about myself and my environment; at least up to the needle in a haystack limit. I've yet to reach this with Gemini 2.5 Pro, though I haven't been trying too hard.
Granted this is all within a single notebook. Starting over with a new notebook is a task I relish and find somewhat tedious at the same time. Though on the balance with that I find sharing memory between notebooks somewhat of a foreign concept. I don't want my Ada Lovelace notebook confusing itself for Sherlock Holmes.