Thanks for the tip. I actually found another way to do it already. I applied the first emitter to the bump attribute, and applied the second (slower rain) to the displacement attribute. I set the second emitter to start slightly before the first one ended (so there would be no gap).
Worked great.
I do appreciate your tip, though. I think that will be useful for other things.