We prove the existence of solitary waves in a lattice where all particles interact with each other by pairwise repulsive forces that decay with distance. The variational existence proof is based on constrained optimization and provides a one-parameter family of unimodal solutions. We also describe the asymptotic behaviour of large, fast, high-energy waves.