  We present a tail inequality for suprema of empirical processes generated by
variables with finite $\psi_\alpha$ norms and apply it to some geometrically
ergodic Markov chains to derive similar estimates for empirical processes of
such chains, generated by bounded functions. We also obtain a bounded
difference inequality for symmetric statistics of such Markov chains.
