Longman Dictionary of Contemporary English
aw shucks
interjection
EXAMPLES FROM CORPUS
▪ Taylor tells the story anonymously, with an aw shucks bravado.
Wiktionary
aw shucks
interj. (context US English) Used to express disappointment or annoyance.