Support Our Olympic Athletes Act of 2004 - Amends the Ted Stevens Olympic and Amateur Sports Act to authorize trademark actions by the United States Olympic Committee for unauthorized use of the words "Olympik," "Olympick," "Olympika," "Olympicka," "Olympica," or "Olympikus."