-Is an empty alpha equally expensive to draw as an alpha with lets say 50 % opacity?
Yes.
-If the alpha is empty, do I save much performance beyond just memory by cropping 30 % of the 128x128 texture?
The source texture only affects memory usage. If you draw it at the same size, it will use the same fillrate. If you draw it smaller, it will use less fillrate.