Whenever I go to a folder with a .rvmrc file, there is a warning:
.rvmrc
Warning! PATH is not properly set up, \'/home/me/.rvm/gems/ruby-2.0.0-p247/bin
rvm get stable solved this for me
rvm get stable
(as pointed out in comments on another answer by AndrewMarshall)