Use when someone or something succeeds in a way that surprises others.

Unexpected Success

It fits well when referring to an underdog who outperforms competitors.

Underdog Victory

The phrase isn't violent; it means doing better than expected, usually in a positive sense.

Use in contexts highlighting a mismatch in social desirability or status in relationships.

Focuses on overall desirability, not just physical appearance, including success, status, or personality.

Reflects personal opinion; what's 'punching above' for one might not be for another.