Walk off in a __; go away mad
I believe the answer is:
huff
(Other definitions for huff that I've seen before include "Pique - remove from board" , "A state of annoyance" , "Fit of petulance - encountered playing draughts?" , "Fit of petty annoyance" , "Passing mood of anger" .)