Remind me why does he avoid getting attention?

The ML? It is not that he does not like attention, but each time he stands out it is thanks to his surgical skills and he dont like that

He's avoiding attention because he doesn't want to be a surgeon again like in his past life. Jihyun wants to work as a dermatologist to live an "easier" life.