Created a brand new GPO and is in check out status. After modifying GPO filtering it fails. Even if you try to undo check out it fails with the following error:
Since this GPO has not been deployed yet it only exists in GPOADmin and does not exist in GPMC.
Since this GPO is in Check Out status it can not be deleted from the GPOADmin console.