I think the problem you are missing is that "nobody is innocent" and these bad actors have all the knowledge.

So when a President comes into office, they probably make it known that they have these N pieces of information, and well, they are going to do what they want unless said President wants those N pieces of information public.

Thats the really really scary realization here. Shadow government obtained through perfect intelligence with no checks and bounds.