Hi Tom,
The variant size gets updated by us as the control moves around so setting via a Style won't work. I'm not sure I'd recommend altering it manually here, especially since in upcoming Metro theme updates for 2016.1, we are making the QAT buttons look like Office 2016 with a more touch-friendly size. But it will only show in the small variant size.