"How surprising!" (3)
'how surprising' is the definition.
(gee is an expression of surprise)
This is the entire clue.
(Other definitions for gee that I've seen before include "Expression of mild surprise (mainly US)" , "Horse - surprised expression" , "Word of encouragement to a horse" , "G" , "- - whiz! (US)" .)