Japanese wear surgical masks to protect the others, not themeselves
If you've ever seen Japanese tourists or ever visited Japan, you might have told most of them suffer from an extreme hypochondria. The fact is, they are not afraid of germs, but they are sick themselves and want to protect the others. If you ever get sick in Japan, you should consider getting one too - it's a social convention there.