Japan has the highest suicide rate in the world and many heavily discussed social issues related to happiness, including salarymen, hikikomori, decreased rate of marriage and childbearing....I think you might just not be tuned in there yet.
Actually, no. From the WHO 2017 data it's #26 with a rate not that much higher than the US (15.4 vs 12.6 /100k/yr).