Term/phrase for remembering the negative over the positive
There isn't a name (that I am aware of at least) for a person who has this experience, but the concept is referred to as negativity bias.

Negativity bias is a general phenomenon, though certainly individuals can vary as to how strongly they are influenced by negative rather than positive events/information.