What is called a large deep bay?

A large deep bay is called a "gulf." Gulfs are typically characterized by their significant depth and are often partially surrounded by land, creating a more enclosed body of water. They can serve as important areas for maritime activities, including shipping and fishing, due to their size and depth. Examples include the Gulf of Mexico and the Persian Gulf.