In addition, many people push harder when they are out of the saddle, making it "harder". But you don't have to. Do some drills concentrating on standing and going easier, and then you will detrain the standing = go harder response.
I do this occasionally on flat ground by standing without shifting gears and still trying to keep a smooth pedal stroke.