My guess is he wants to live forever because he feels he has made no contribution to the world, or does not feel a sense of fulfillment and purpose from raising his family. Maybe he feels cracking the secret could be his contribution, or maybe he thinks he can find meaning in his life, given enough time.

Hope they are healthy! I just watched the first episode of the anime. It’s a really unique story and I really liked it.