Geek Girl isn't an entirely true story, but it is based on events in author Holly Smale's life. Smale was also scouted by a London modelling agency to be a fashion model at age 15, and she was bullied at school just like Harriet. Smale modelled for two years before quitting because she did not enjoy it.