A distributed node network to emulate a correlithm object processing system includes a distribution node, a first calculation node, and a second calculation node. The distribution node stores a correlithm object mapping table that comprises a plurality of first source correlithm objects, a plurality of second source correlithm objects, and a plurality of target correlithm objects that each corresponds to a first source correlithm object and a second source correlithm object. Each source correlithm object comprises an n-bit digital word of binary values, and each target correlithm object comprises an n-bit digital word of binary values. The first calculation node stores the plurality of first source correlithm objects. The second calculation node stores the plurality of second source correlithm objects.