Funny enough, "fast bass" doesn't have much to do with bass, and even less with "fast". What it (usually) means is an emphasis on the frequency range where the harmonics of typical bass/rythm instruments reside. This makes those instruments to be perceived as sharper and more emphasized, and thus "faster".