BBM question: Did Ennis love Alma?

I was watching and during the scene where they're talking all soft and stuff about fixing up the house, he genuinely caresses her and kisses her like he really loved her. I mean I know he loved his two daughters, otherwise he wouldn't have been crying when he got divorced.