I watched Joe Rogan's interview with defector Yeonmi Park and, if I understood correctly, she said that this is the case in North Korea only, because the government banned the word "I"!
You can't say "I like this", only "we like this".
In South Korea people do use the first person singular. I hope a Korean person could correct me if I'm wrong.