I didn't pick the AAA games I didn't pick because they weren't good enough, not because they were too popular.
I did, however, consistently lean toward the best game of one genre over the 2nd/3rd/4th best games of other genres, even if the 4th best JRPG games is overall better than the best FPS, or whatever I happened to believe.