Maybe physically remove the drive, clean out the socket and screw back in to make sure the drive is seated properly. Hopefully it isn't the drive crapping out on you.
The only difference that I have seen between the two brand pieces are the circuit board underneath it. Did you buy the emac one with the circuit board included?