This was Mark's advice: http://lists.numenta.org/pipermail/nupic_lists.numenta.org/2014-February/002821.html

I probably should have checked to make sure that this would indeed solve the problem Spyros was having. I don't currently have a Windows machine up and running, so I didn't bother to try and reproduce the problem and test out Mark's proposed solution.