Hard question. I think for me it's eye catching colors and depth, then that leads to an emotional response. Sometimes the emotions will keep dragging me back to explore. I'm explaining this terribly, what I'm saying I guess is that if it doesn't evoke an emotional response, I'm uninterested. 

 I understand very well what you mean.
I also get so excited about certain abstract art.