I purchased & downloaded Mountain Lion, and then...nothing happened
Check your /Applications folder. After downloading Mountain Lion, the installer is placed there (entitled Install OS X Mountain Lion).

It will be deleted after installation, but should still be present on your machine if you have not upgraded yet.