Doesn't it come from car culture? Where (mostly young) people put giant wings and shiny wheels on a clapped out Honda Civic to make it look like a race car. I always thought that "rice" was an intentional misspelling of "race" (as in "race car", which, hold on a minute, I guess would also make it race... ist?)