Hi LiJ, I haven't heard "genius" used as an adjective, but perhaps someone else has. Anyway, I'd have to scratch your #1 sentence.
I would say that in the first pair, which refers to the predicate adjective.
In the second pair, I'd say which refers to the nouns, genius...