She was so sad that she suddenly burst into tears.

Literal

Sad [then-て] she [topic-は] suddenly cried-out.

悲しくて links the emotional state (cause) to the crying (result) via the te-form of the i-adjective. 泣き出した uses ~出す ('to burst out doing').