Language and social reality are mutually reinforcing; as a result, natural language processing (NLP) presents a unique opportunity to shift social reality at scale, advancing social justice by promoting linguistic justice. We provide an overview of how language and bias are intertwined and implications for building NLP tools that actively advance equity and inclusion. Then, we present a framework for centering inclusion and social justice in NLP design at four overlapping layers of linguistic structure. As I often tell my students, there are two ways you can use your will in the world, one is violence and the other is language. If we accept that lanaguage is a source of power, then we can't also say that it doesn't matter. I am old. I l have lived through people losing their minds over Chairwoman or Chairperson or Chair. There will be pushback, much of it will be bad faith, but we can only push forward as every moral case demands. New technology, like Natural Language Processing and AI will require fresh engagement.










