Now I knew what was going on. Bob Smith, the captain of the school baseball team, was the (POPULAR) boy in our school. All the girls wanted to attract his attention.

Перед существительным boy нужна форма превосходной степени прилагательного: the most popular.

Answer: Bob Smith, the captain of the school baseball team, was the most popular boy in our school.