The diversity of social gender has been growing recently, and gender is the hot social issue that has the public concerned. Language is a communication tool people use every day, and meanwhile, which also subtly influences a persons mind. This paper discusses social gender issues from a linguistic point of view, trying to figure out if there are any relations between them. People use language to express their thoughts about social and gender issues, so it is important to explore the relationship. To explore the relationship, this paper discusses gender bias in language, the possible reason for this phenomenon, and the effect of linguistic gender binary on non-binary gender. There are lots of papers which discuss these related issues that have greatly inspired and provided strong help to the author. There are some findings from the study: 1) Gender bias is more serious in grammatical gender languages; 2) Linguistic gender subtly influences peoples minds by shaping their hobbits and making their cognitive world in a more gender-related way. 3) The linguistic gender binary causes problems for transgender people. It has been discovered that linguistic gender has an adverse effect on social gender equality. This paper may help improve the gender equality situation in society and transgender people's self-expression problems. This paper also provides a way to think about grammatical gender in languages.
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