On the bottom of the crab is a plate. If it's a boy crab (a jimmy in East Coast terms), it'll have a narrow, pointy plate. If it's a girl crab (a "sook" in the East), it'll have a wide, triangular plate. This one's a sook.
Slip your finger under the plate and peel it back. Grab the base of it and pull the whole thing away.