The uninstaller is the installer. Find your original installation media and start like you're going to install PSE. When you come to the screen where you formerly chose Install Components, choose Remove Components.
However, do you remember if you had PSE set to run in Rosetta? If you didn't turn that off before upgrading you have a different set of issues to work through.