A metaphor is a figure of speech that directly compares two things without using "like" or "as". It indirectly states that one thing is another thing to suggest a similarity between them. Examples given include comparing a dancer to a swan, a boy in battle to a lion, and a person to a beautiful flower. The document provides examples of metaphors and has the reader identify whether example sentences use similes or metaphors to compare two things.