"I had no idea" (3)

I believe the answer is:

gee

(Other definitions for gee that I've seen before include "Well I never" , "Alphabet's seventh letter" , "Mild expression of surprise, may go before whiz" , "G" , "Exclamation of surprise" .)

I've seen this clue in the LA Times.

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