I've gone ice fishing where it was 20 degrees below zero and my battery lasted all day on my 6S. It may have drained quicker than usual, but it didn't die all of a sudden or act weird at all. I noticed the pixels on the screen lagged a bit but nothing crazy.. Maybe try to keep it in a warmer pocket.