Sentence:  And even though a moment earlier he had felt guilty not to have taken Dave's anguish more to heart, Claytor found himself annoyed at being caught <WSD>red-handedly</WSD> dogless . 
Meaning of the word marked with <WSD> tags:  Red-handed; with clear evidence of guilt.