He took one look at the hat she was wearing and burst out laughing.

burst 是动词，意思是"突然爆发、突然发生"。 out 是副词，表示"向外、完全地"。 burst out laughing 是一个固定短语，意思是"突然大笑起来"，形容笑声突然爆发出来。