It's actually easy to adjust the extrude after you've deselected everything.

1) Select the mesh.
2) In your Channel box, under the Inputs section, select polyExtrudeFace1 (or whatever number it is).
3) Press "t" on your keyboard to bring up the Extrude manipulator.
4) Edit to your heart's content.