How exactly do you hollow out a book as a hiding place?

Countless movies and TV shows have this prop: a book on a bookshelf with a solid-looking cover and the pages hollowed out to hold something: a gun, a key, the jewels.

How do you actually cut into the pages of a book that way? What sort of tool or device would you use, and what would be your technique?