Fig. 9 of this paper is really interesting if you zoom in. It looks like if the model was not trained on the appropriate class label, it just goes completely off the rails. As previous commenters have noted, I would be very hesitant to use this for anything analytical, or where you are looking for something unexpected. For faces though, this is amazing.