Given a 1-cocycle b with coefficients in an orthogonal representation, we show that every finite dimensional summand of b is cohomologically trivial if and only if b(Xn) 2 /n tends to a constant in probability, where Xn is the trajectory of the random walk (G, µ). As a corollary, we obtain sufficient conditions for G to satisfy Shalom's property H FD . Another application is a convergence to a constant in probability of µ * n (e) − µ * n (g), n ≫ m, normalized by its average with respect to µ * m , for any finitely generated infinite amenable group without infinite virtually abelian quotients. Finally, we show that the harmonic equivariant mapping of G to a Hilbert space obtained as an U -ultralimit of normalized µ * n − gµ * n can depend on the ultrafilter U for some groups.