The correct answers are: The guests were starving because I had burned the roast. I suddenly realized that I had forgotten to buy any dessert.

The Past Perfect is perfect for giving reasons in the past or describing realizations about earlier events.

"Have forgotten" is Present Perfect and doesn't match the past tense "were angry". "Had forget" is incorrect because it uses the base verb instead of the past participle ("forgotten").