A metaphor can retain an underlying mental resemblance even when the wording does not state a simile.
Conditions of Excellent Metaphor: Good Simile, Clarity, and Imaginative Force
Conditions of Excellent Metaphor: Good Simile, Clarity, and Imaginative Force