In ROTS, Anakin also has a vision of himself burning on Mustafar. From here, the audience will be able to tell he doesn’t want to cheat death just to save Padme, but also himself.
I’ve recently come to really like this idea of Anakin craving immortality, especially since it creates a retroactive arc with Vader accepting his death in ROTJ.