How do you take photos of people on the street and not feel uncomfortable about it?

I really love street photography and am inspired by artists that take photos of people just doing their thing, and I want to do that too! But something in me feels weird about photographing people unknowingly if that makes sense? At the same time, I feel like you don’t get that same raw emotion and story by asking someone if you can take their photo. Any advice?