A distributed node network to emulate a correlithm object processing system includes a distribution node, first and second intermediate calculation nodes, and first and second final calculation nodes. The distribution node stores a correlithm object mapping table that comprises a plurality of source correlithm objects and a plurality of corresponding target correlithm objects. It divides each source correlithm object into at least first and second portions. It further divides the correlithm object mapping table into at least first and second portions. The first and second intermediate calculation nodes store the first and second portions of each source correlithm object, respectively. The first and second final calculation nodes stores the first and second portions of the mapping table, respectively.