Semantically, there's no difference.
But those are lines in a poem or part of lyrics in a song, and the よ version is kind of a rhetoric that can be found only in these sorts of materials.
Note that if you say "勇気出して大好きよ 伝えられない日曜日" in a conversation the hearer would consider it ungrammatical.