what's in a .exe file?

So a .exe file is a file that can be executed by windows, but what exactly does it contain? Assembly language that's processor specific? Or some sort of intermediate statement that's recognized by windows which turns it into assembly for a specific processor? What exactly does windows do with the file when it "executes" it?