C. Maes, K. Vande Velde The (non-)Gibbsian nature of states invariant under stochastic transformations (44K, LATeX) ABSTRACT. We investigate the Gibbsian nature of systems that are invariant under some stochastic transformation. A prime example concerns stationary measures for interacting particle systems. We bring together various types of results concerning this question using entropy techniques and large deviation estimates.