Have you considered topstitching?
Stitching down all the edges that you want to have a crease in them will offer a mechanical fastener, in the form of thread, to keep the folds in place. This sidesteps the rubber's resistance to being holding a crease.
You can test how it would look by attaching clothes pins or similar along where you would topstitch.