As the title says I incorrectly ran:
pvcreate /dev/sdb1
Where sdb1 was a Windows System Reserved partition. Now I know I could probably use the Windows CD to recreate it, but is there a way to do it from within GNU/Linux?
I can mount the partition from Linux and also see the boot sector.