EDIT: Just checked and saw 2.19.2 is on CRAN now.
I think the previous version rstan 2.18.2 has not implemented the dense_e option correctly. See this reply: Problems remain after non-centered parametrization of correlated parameters
(and also the whole thread there if you are interested in a comparison between dense_e and diag_e)