I don't think it's genetics. My shoulders are by far my best feature. Look at my family an I have horrible genetics.
When I was 16 there was a trainer in my gym that had huge shoulders an traps. Did side laterals daily till failure. I started that then and they blew up. 17 years later, still my best feature.