I have been to Robber's Cave several times as a kid, and twice as a trail runner. Both of those times were before I was a blogger. I do plan having a group trip here in the spring of 2012.
This link has several GREAT pictures and more info.
Print this PDF trail map. Or if you forget, the park office usually has maps to give out.
Check out this a hiking website with a few pictures.