The Moore upper bound for the order of graphs with maximum degree and diameter two is . The only general lower bound for vertex symmetric graphs is . Recently, a construction of vertex transitive graphs of diameter two, based on voltage graphs, with order has been given in [5] for and a prime power congruent with 1 mod 4. We give an alternative geometric construction which provides vertex transitive graphs with the same parameters and, when is a prime power not congruent to 1 modulo 4, it gives vertex transitive graphs of diameter two and order , where . For , we obtain a vertex transitive graph of degree 6 and order 32.