It turns out that the controller program had a power-up event handler created for it. If you have a power-up event handler, you need to have that handler automatically reset the power-up fault. In my case, the event handler wasn't doing anything, so I just removed it. (Note that I had to go into the controller properties to do this - you couldn't do it by hitting the delete button on the program itself, which was a bit confusing.)