Olive's father has a sadness so big that she imagines it as an enormous elephant following him around. Every day Olive sees the elephant, and every day she wishes it would go. With the help of Granddad and her best friend, Arthur, Olive sets out to chase the elephant away. But how can Olive move something so big?
