“I’m getting it for the kids” doesn’t work for a $2,000+ PC that can play the latest games, and that has always kept PC gaming niche in Japan.
Other reasons PC gaming might not be a thing in Japan. It takes a lot less room for a console (especially NES/SNES/Gamecube) than it does for a PC. You plug the console into your exiting TV. A PC needs it's own space with it's own monitor and desk. Japanese houses and especially apartments are small.
I'm sure there are plenty of other reasons than just that a PC costs more.