What element of rhetoric describes language that often means the opposite of what it is literally saying?

The correct answer is A. Irony.

Irony is a rhetorical device where the intended meaning is opposite to the literal meaning of the words used. It often involves a contrast between expectations and reality, creating an effect that can be humorous or thought-provoking.