For Georgia it’s a proximity issue. If they’d join NATO, if they’d join EU, it’s still geographically right next to Russia while EU is far away. Already Estonians, Latvians and Lithuanians don’t really feel like they’re covered enough by nato, how would Georgians feel?
Also, I’m guessing blackmailing/corruption of some sort. Russia’s got dirt on party top stuff like that.