At its core, romantic drama is not simply a "love story." It is a story where the central relationship is both the source of the protagonist’s greatest joy and their greatest obstacle. The "drama" element implies friction, stakes, and the very real possibility of failure.
The narrative center usually features two primary characters whose growth is inextricably linked to their relationship.