According to fan-made English translations of Chinese manhua targeted to teenage boys avoiding sexual activities is seen very similar to avoiding use of drugs, gambling, and/or alcohol.

My guess is that it is a result of valuing austerity and stoicism and resisting temptations, which I suspect are quite important in confucianism.