I was reading a book at 7 o'clock last Sunday evening. First of all, notice that the time was 7: 00 pm last Sunday (7: 00 pm last Sunday), which is the past tense, so we should use the past tense. Reading is -ing, which means that this is an ongoing action in the past. The subject is me, the first person, so the answer is was.