YOU SAID:

I like the gender which is refered to as male

INTO JAPANESE

私は男性と呼ばれる性別が好きです

BACK INTO ENGLISH

I like the gender called male

INTO JAPANESE

男性という性別が好きです

BACK INTO ENGLISH

I like the gender of men

INTO JAPANESE

男性の性別が好きです

BACK INTO ENGLISH

I like the gender of men