Please note that some gem managers disable RDoc generation for newly installed gems by default (e.g. bundler does this). Make sure your gem manager is configured to generate RDoc documentation, otherwise this docset won't have anything to display.
Depending on your setup, this command may or may not generate RDoc docs for all your currently installed gems:
$ gem rdoc --rdoc --all