Can your genetic make up affect how you feel about external stimulus, even if you have no idea what your genetic make up is?

Can your genetic make up explain why you may have preference for certain kinds of weather, or temperature, or a fondness for certain kinds of music when you don’t even know what your genetic make up is? Or are all of those things determined socially or by upbringing?