Not sure how deep they are, but Secret Loser and Thank God for the Bomb off Ultimate Sin are favorites!
Fire in the Sky from No Rest for the Wicked too.
My personal criteria for a deep cut would be a song that was not a single, played on the radio or played live (though I kind of broke that rule with posting "You Said It All").