Have you considered [topstitching][1]?

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.


  [1]: https://en.wikipedia.org/wiki/Topstitch