I can't say it's not fun at all because I've played Masks and that game was OK without GM rolling. That said, GMs like rolling dice as much as other players do. Grabbing up a handful of d6s for damage in Champions or a fireball to see how much damage comes up - FUN whether I'm GMing or playing.