My guess is one of the Royal brothers: Yan or Qi working with the "3rd party" from the Cabinet, still to be revealed, most likely in the next 2 episodes. I think they will try to overthrow the Emperor. In the end, Zhan Hai will stay working for the Emperor.
I wonder if there will be another season ...