I had to unmount it, and then go into "Disk Utilities" and remount it. I found that as long as the drive got a name in "Disk Utilities" everything worked fine.
Interesting. I wish I knew what would and wouldn't brick the device. I have been having some problems with the device becoming read only also. I will try naming it something besides NO NAME, which is what mac assigns to "null".