I Dislike Fair Weather Friends

Fair weather friends are basically friends who are only there for you during your good moments, but will never be there for your bad moments. I do not know how to get on a deeper level or the fact that my friends do not care as much as I like to think they do. You know? How can I approach and make better long lasting friends?