Well, one thing is actually BEING warmer and another one FEELING warmer.
Cayenne, ginger, cinammon, peppers, anise... all increase blood flow to the surface and makes you FEEL warmer but at the same time makes you lose your heat faster so yes, technically these foods do have "an actual effect...