Short answer: Upgrade to a newer version of Eclipse (greater than 3.6 at least).
Long answer: I was using Eclipse 3.6. To my knowledge there is no way to accomplish this. With Eclipse 4.2 there is a selection under Preferences --> SVN (or team synch) to deselect all new files prior to commit. This is what I needed.