You can't. Best you can do, far as I know, is copy / paste the button.
Mitch, thanks for responding. You confirmed what I thought.
It's a bit unfortunates since that's exactly were Styles come in handy: having several identical buttons on different layouts and being able to changing their appearance by changing only one and apply it to the Style...