If you are logged in to Google, and search for Amazone, then click the "search instead for Amazone" option, Google should remember your preference the next time you search.
Interesting, I just tried that. It's been a long time since I've searched for Amazone (that was just the first example that came to mind) but I don't remember seeing that in the past.
