On my last trip, I walked the half block to Pizza Suprema and grabbed a couple of slices to bring back to the station with me. It was far better than anything you ever have been or will be served in the Amtrak lounge (and probably anywhere else in Penn Station).
https://goo.gl/maps/Jcivxg2CgetYmeGY7