It refers to the things that make you an individual. Your personality, mainly, is cherished by this person. The person may love other things too, but "the way you are" suggests a focus on your personality. It is polite in the USA to focus on a personality rather than looks. To focus on looks can be seen as shallow if you are in a relationship or forward if you are not.