Strongly regular graphs are graphs in which every adjacent pair of vertices share common neighbours and every non-adjacent pair share common neighbours. We are interested in strongly regular graphs with such that every such set of vertices common to any pair always induces a subgraph with a constant number of edges. The Friendship Theorem proves that there are no such graphs when . We derive constraints which such graphs must satisfy in general, when , and , and we find the set of all parameters satisfying the constraints. The result is an infinite, but sparse, collection of parameter sets. The smallest parameter set for which a graph may exist has vertices, with .