In this song Joanna appears to be doing the hard work of forgiving someone for something and then trying to move on- i have a hunch that it may be herself, and that this song may be another ode to her miscarried child, which she sings about in Baby Birch as well, but it could just as easily be about two lovers. The characters in this song are deliberately vague.