Rhea is psycho long before the game even starts. Mass executions of non-nobles that oppose her, supports the crest system that strangles the nobility, repeated experimentation on people to try and resurrect her dead mom, forces Seiros knights to be infused with her blood which can (and does) turn them into monsters. There's just better PR in her corner.