we used to say, "We gotta stop pulling these all-nighters or we're going to burn ourselves out."
Well, then, obviously you-all were using it ironically, thus backing up my (implied) assertion that pulling an all-nighter carries the connotation of something negative.

There is also: pull no punches and pull out all the stops.