When she had finished the book, she was going to watch the television.
Your book is right- the verb tenses agree better in the above. The only change I would make to the textbook answer would be to omit the final the before television. You don't actually watch the television set because it's not really doing anything. You watch the programming that is displayed on the screen of the television set, and we call that programming television.