Lots of dictators who came to power were in group 2. They overthrew the previous dictator and took power.
My limited impression is as long as you control the military and secret police (and have multiple branches of each that all hate each other and compete with each other to stay in the dictator’s favor), you’ll probably stay in power. But if you lose them, then you’re fucked.