A distributed node network to emulate a correlithm object processing system includes a distribution node, a first calculation node, and a second calculation node communicatively coupled to each other. The distribution node is configured to divide each source correlithm object of a correlithm object mapping table into at least a first portion that comprises a first subset of the binary values in that source correlithm object and a second portion that comprises a second subset of the binary values in that source correlithm object. The first calculation node stores the first portion of each source correlithm object. The second calculation node stores the second portion of each source correlithm object.