Perhaps you're already saying "No! Bad dog! Bad dog!" or some variation thereof. Dr. Horowitz's 2009 study, "Disambiguating the 'guilty look': salient prompts to a familiar dog behavior ...
The Psychology Today article also shared, "The obvious conclusion is that dogs are responding with that guilty and ashamed look because they are fearful of what is going to happen next ...