cross country geek Share definition Flag Derogatory name given to cross country runners, most of which are actually popular at school. "If you call me a cross country geek one more time, I'll kick your fricken ass!" cross country geek by 123454321 September 1, 2008 0 0 Get merch Get the cross country geek mug. Buy Now — $32.95 See more merch