Yes, it is a common belief that higher octane fuel makes you go faster. The fact is running 110+ octane fuel just allows you to run higher boost, compression, or advanced timing and not get pre-detonation. It is there so you can have go fast goodies and not pop you engine.
Try running 30 PSI and WOT on pump gas and see what happens.