1) A political ideology (Nazism, Communism, Islamism)
2) A real external threat (Communism, Capitalism, Islamism)
3) Sanctions or economic depression (Weimar Germany, Russia today)
The real external threat is essentially a sociopolitical system that propagates itself inside the turf of another sociopolitical system. This leads to far-right war hawks, and then center-right, issuing xenophobic statements. The step before "supporting supreme leaders" is usually "suppressing enemy ideologies". Like McCarthyism in USA or anti Muslim sentiment today. Or Iran's hatred of the USA and the Shah prior to their revolution. Or Soviet hatred of capitalist bourgeouis. Or Ukraine's hatred of communists. And so forth and so on.
Once "the enemy" is identified, the crackdown begins, which leads to more clamps on civil liberties. Then you might want to read the poem attributed to Martin Niemoller:
Regarding your poem, it's the "coming for" people that's the big problem, not merely the ability. If you don't want the government to "come for" people, you need to make sure the people in charge won't do that. It's not very useful to try to make it so they can't
If you read primary sources it is obvious that many people are aware of what is happening but none felt powerful to act, a situation not that dissimilar to our present.
a) It is irrelevant what you "think so", that is not an argument. Weimar Republic indeed did have a secret police, Gestapo was modelled from that.
b) You are probably referring to the subsequent Holocaust and World War 2. If so, argumenting with Weimar Republic and drawing a quick installment of aforementioned practices from it is a straw man argument. You create a notion of how Weimar Republic immediately, "on a moment notice", preceded WW2 etc. (which is incorrect) and then beat that notion (incorrectly) into dust. All of that was built gradually from 1933, which is 6 years before WW2 and 9 years before Wannsee Conference.
I think the paranoia over potential tyrannical uses of this stuff to be misplaced. If you want to avoid tyranny, you need to prevent your leadership from being taken over by a tyrant. That's not to say that ubiquitous surveillance and such is not a worry, just that the worry isn't that it will turn our countries into Nazi Germany 2.0.