The purpose of creating a Yellow Grayscale Silence Domestic Violence Template is to raise awareness about domestic violence without the use of hashtags. This template can be used on social media platforms to support victims of domestic violence and encourage people to speak out against it. It also emphasizes the need for silence on the part of abusers and not victims.