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What happens in your story seems, from your description, to be action/thriller. Where your story is set is an imaginary world, bearing some resemblance to the real world in the 1950-ish era. The ...
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#4: Attribution notice removed
Source: https://writers.stackexchange.com/a/1506 License name: CC BY-SA 3.0 License URL: https://creativecommons.org/licenses/by-sa/3.0/
#3: Attribution notice added
Source: https://writers.stackexchange.com/a/1506 License name: CC BY-SA 3.0 License URL: https://creativecommons.org/licenses/by-sa/3.0/
#2: Initial revision
What **happens** in your story seems, from your description, to be action/thriller. Where your story is **set** is an imaginary world, bearing some resemblance to the real world in the 1950-ish era. The question remaining is how central the setting is to the book. - If the world is clearly, inherantly imaginary, blatantly contradicting real-world history or metaphysics, and the story relies on these deviations, then that's inescapably fantasy. Fantasy is a broad category, to such extent that it's seldom crucial to narrow it down further by event-genre (e.g. fantasy-romance; fantasy-thriller, etc). "Dark fantasy" sounds like a safe bet. - If you want significant deviations from real-world history, but nothing else important, that could be an "alternate history" or an "alternate earth." I'm kind of assuming it's not, because it sounds like you're not referencing real-world events, which is a staple of the genre. If you think this might be appropriate, by all means read up on the genre. - If it _isn't_, then your story is less fantasy, and more "this could have happened, but didn't." That doesn't define a particular genre; indeed, it raises the question why you're tossing the reader into an imaginary world in the first place. Consider: could you plausibly claim that the story took place in the real world, but be vague on precisely where and when? (Like the Simpson's "Springfield"... which is hardly in the "fantasy" genre). If there isn't a _reason_ the world can't be the real world, it probably should be. - Lastly, if your story relies very heavily on a setting remniscant of mid-century earth, it might be "historical" or a period piece. (I find that unlikely, though, if you're describing the world as "imaginary"). "Historical," I think, does combine with other genres, so it might be a "historical thriller". Hope this is helpful :)