Just don't return false and it'll get called:
$("#test_default").click(function (e) {
//hi!
}).click();
If you want to prevent a default action, use e.peventDefault() instead, which won't kill the event. Also, with respect to your inline onclick handler (why not do it all unobtrusively?), I strongly recommend against using with.