Try going into your account and deleting from there. That'll permanently get rid of unwanted apps (except for a few of the mandatory pre-installed ones).
There's a way to rig search results to show only Prime Eligible books. Use the navigation on the left to find your genre of choice.
http://www.amazon.com/s?ie=UTF8&redi..._encoding=UTF8