Just found out that as of Version 0.9.6, Genesis Slider can't seem to find photos that have been set up as a featured image if the image was uploaded by a gallery plugin (i.e. NextGen).
I wasted some hours trying to figure out what was wrong. Be warned.
Hope DirectoryPress fixes the problem soon.