After Bilbo is thrown out by Thorin (Chapter 17 from the book) he decides to destroy the ring. Not telling anyone where he is going a and only leaving a note. A note with a confession to Thorin, stating that Bilbo has always loved him. Due to this confession, Thorin is able to break his gold sickness, but has to live without the one he loves. For now.