I don't know about your toilet, but here the water is already started to cascade down the side of the toilet in the direction it will spin before it fills enough to let go, so I doubt the exit path comes in to play.. I'm sticking with manufacturer/model and whether the bowl/tank are level as my hunches.

I do not work here, but the benefits are still awesome
Make your sound your own!