"That's news to me!" (3)
I believe the answer is:
gee
(Other definitions for gee that I've seen before include "G" , "Mild expression of surprise, may go before whiz" , "Exclamation of surprise" , "provided by substitute for ginger?" , "Alphabet's seventh letter" .)