Siblings?
I should think not! If they are/were, I'm sure Square would make it more obvious. Our loud albino freind Fuujin and our tough-talking black compatriot, Raijin, have almost nothing in common. Lovers? Pfft!! Again, they are nothing alike. Loud sentance fragments + tough talk= ...? They're just friends as far as I can tell.