This is Part II of a series on noncompact isometry groups of Lorentz manifolds. We have introduced in Part I, a compactification of these isometry groups, and called "bi-polarized" those Lorentz manifolds having a "trivial " compactification. Here we show a geometric rigidity of non-bi-polarized Lorentz manifolds; that is, they are (at least locally) warped products of constant curvature Lorentz manifolds by Riemannian manifolds. 1 Introduction We continue here our investigation of noncompact isometry groups of compact Lorentz manifolds, started in Part I [21] which contains dynamical ingredients. Its fundamental tool was the notion of approximate stability. This second part (which is in fact fairly independent of Part ...