"When I Feel Sad," by Cornelia Maude Spelman, is a great book that I frequently recommend to parents. It's a book for children, ages 2-9 or so... There are only a few words on each page, and the book starts with descriptions of times that kids feel sad:
"Sometimes I feel sad. I feel sad when someone won't let me play."