Abstract. I am going to discuss an example of a "statistical attractor" for the Cat Map subject to certain random perturbations. The perturbed system has a unique singular invariant measure supported on a small interval of the stable manifold around the fixed point. This singular measure depends only on the size of the perturbation and yet the push-forward images of any other measure on the torus converge to it.