Theory: supporting the underdog is a relatively costless longshot bet. Prediction: it will primarily occur in situations when opposing the overdog (verbally) can be done with impunity or secretly.

Overdog wins: no real consequences.

Underdog wins: "I supported you from the beginning! Can I be your trusted lieutenant?"