What does May eventually tell Paige is the reason she left her years before?

Paige asks again why her mother left. May tells her daughter that she tried to be a good wife and mother, but the role did not fit what she thought of who she was. May had lost her identity and needed to get it back. When Paige says that she feels the same way, May asks her to stay with her, indefinitely.