If you define "baseline" as how you feel on caffeine the answer might be never. I haven't read any good studies on this, so just guessing. But it would not surprise me if caffeine simply increases motivation and improves mood above baseline.

In that case your choice is between living with slightly worse mood and less motivation than you're used to, or finding the optimal caffeine dose and having guardrails to ensure you don't keep increasing the dose.