This doesn't match Anthropics research on the subject

> Claude sometimes thinks in a conceptual space that is shared between languages, suggesting it has a kind of universal “language of thought.” We show this by translating simple sentences into multiple languages and tracing the overlap in how Claude processes them.

https://www.anthropic.com/research/tracing-thoughts-language...