you also have to change your grip on the pick / angle of attack.

Going for a pinch harmonic, you want to get the side of your thumb to touch the string just after you pick it. Playing a chord, you want to hit it clean, or maybe mute with your palm depending on what you're doing. Your thumb needs to be out of the way for that...