To pass information without using the URL, you'll need to use the POST method, not GET. You're probably not wanting to use a form though, but unfortunately it's the easiest way, even with a hack to do it the way you want.
Insert a input type=hidden with the string information in that form, and then use some javascript to make a link the submit button. That'll work for ya.