I am afraid that you need to switch it back each time. The PowerBlock only listens to a certain GPIO signal that cannot be manipulated for the reboot process AFAIK.
Theoretically, I could be possible by modifying the current firmware of the PowerBlock and reprogramming it, if you are into that ...