"I'm such a moron!” (3)
I believe the answer is:
doh
(Other definitions for doh that I've seen before include "First note of musical scale" , "First and eighth note in tonic sol-fa" , "annoyed expression" , "Tonic (mus.)" , "whoops!" .)