Let \(k \ge 2\) be an even integer. Let q be a prime power such that \(q \equiv k+1 (\text {mod}\,\,2k)\) . We define the k-th power Paley digraph of order q, \(G_k(q)\) , as the graph with vertex set \(\mathbb {F}_q\) where \(a \rightarrow b\) is an edge if and only if \(b-a\) is a k-th power residue. This generalizes the ( \(k=2\) ) Paley Tournament. We provide a formula, in terms of finite field hypergeometric functions, for the number of transitive subtournaments of order four contained in \(G_k(q)\) , \(\mathcal {K}_4(G_k(q))\) , which holds for all k. We also provide a formula, in terms of Jacobi sums, for the number of transitive subtournaments of order three contained in \(G_k(q)\) , \(\mathcal {K}_3(G_k(q))\) . In both cases, we give explicit determinations of these formulae for small k. We show that zero values of \(\mathcal {K}_4(G_k(q))\) (resp. \(\mathcal {K}_3(G_k(q))\) ) yield lower bounds for the multicolor directed Ramsey numbers \(R_{\frac{k}{2}}(4)=R(4,4,\ldots ,4)\) (resp. \(R_{\frac{k}{2}}(3)\) ). We state explicitly these lower bounds for \(k\le 10\) and compare to known bounds, showing improvement for \(R_2(4)\) and \(R_3(3)\) . Combining with known multiplicative relations we give improved lower bounds for \(R_{t}(4)\) , for all \(t\ge 2\) , and for \(R_{t}(3)\) , for all \(t \ge 3\) .