A hypothesis is a temporary explanation for a specific phenomena. It's like an "educated guess" about an occurrence.
Therefore, when something is "hypothetical", it is speculative, assumed, or arrived at by making an educated guess.
E.g. "I'm just being hypothetical, but what if the reason she's mad is because I forgot her birthday?"