Here's why:
* Guilty about implies a feeling of guilt or remorse about something, but doesn't necessarily mean you've done something wrong.
* Example: "I'm guilty about forgetting her birthday."
* Guilty of implies a wrongdoing or a crime.
* Example: "He was found guilty of theft."
Let me know if you have any other grammar questions!