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This paper empirically investigates how multi-horizon latent consistency affects transition geometry in world models, using an expansion proxy on Moving-MNIST, Pendulum, CartPole, and KTH Actions. It finds that soft consistency can push passive video dynamics toward contraction but not action-conditioned domains.