In the Book of Revelation, three unclean spirits like frogs emerge from the mouths of the dragon, the beast, and the false prophet. These spirits are described as demonic, performing signs, and gathering the kings of the earth to battle against God. They represent a spiritual corruption and a rebellion against God's authority.