Octane is a measure of knock resistance. More octane will burn slower and not want to explode (knock). A higher octane will not produce more power. More powerful engines run the high test to match wild compression ratios, not because the gas has more bang in it.

Run the lowest octane that doesn't knock with your preferred spark advance.