Using results on Hadamard difference sets, we construct regular graphical Hadamard matrices of negative type of order 4m^4 for every positive integer m. If m is greater than 1, such a Hadamard matrix is equivalent to a strongly regular graph with parameters (4m^4, 2m^4 + m^2, m^4 + m^2, m^4 +...