  We prove a version of Talagrand's concentration inequality for subordinated
sub-Laplacian on a compact Riemannian manifold using tools from noncommutative
geometry. As an application, motivated by quantum information theory, we show
that on a finite dimensional matrix algebra the set of self-adjoint generators
satisfying a tensor stable modified logarithmic Sobolev inequality is dense.
