For me there's a horizontal slider in bottom middle of the screen which controls the auto-scrolling speed.
I did not realize that. If you are not auto-zooming it seems to just control the simulation speed but while auto-zooming it effects the speed of the zoom. That probably makes sense at a deep level because as you zoom in and out the simulation speed has to be adjusted to make the new level run at the same speed as the old one.