See the supplementary material for the analytic expressions of the second and third order cumulants of a GBOM Hamiltonian, an analysis of their asymptotic behavior and an inspection of higher order cumulants for a number of model systems. Stochastic sampling techniques used to construct the prefactor plot and an analysis of the statistical properties of simulated molecular systems are provided as well.