Comes from the combination of common phrases of an "iron fist" and a "slap around the face with a fish".

The action of both ruling someone with complete dominancy and backing it up with punishments when some one steps out of line.

lil mad is like big mad but the opposite, you mad but not mad to the extent of pullin somthin