So where is this so called ‘Deep State’ that keeps extremists out of power and safeguards institutions?

Technically speaking, the deep state isn't the terrifying force the right wants us to believe it is. It's just every federal employee who was hired, rather than being elected or appointed by a politician. That's it. That's all it is.