It's probably being indexed by something (possibly windows itself)
Shutting down the PC would be the safest option (and professionally the one I'd have to suggest).... but unplugging it should be fine too...
If it's windows indexing it, then switch off indexing for USB drives (you need to do this with the drive plugged in)
Personally, I turn off all indexing.