It's a drug, it effects your behaviour/mood, you must have done some weird shit on it
Isn't caffeine in soda added in a relatively pure form in the end of the proces, unlike coffee/tea/cacao where it part of the 'source' of the end product? I don't think they have to substitute the caffeine for some decaf ingredient. If that's true, that would rule out your second guess.