That really depends. WHen you turn off the pump, some water will flow back into the sump from the return, and from the overflow.
What I would recommend is to see how much water comes back in (make sure you have a siphon hole on your return), and put the water level a few inches below that.
(A more detail description of your setup would help us too...)