"Ugh, I feel so dumb!" (3)
I believe the answer is:
doh
(Other definitions for doh that I've seen before include "an exclamation from someone who's annoyed with himself" , "Note; exclamation" , "Homeric grunt of annoyance" , "How foolish of me" , "acknowledgment of stupidity" .)