The work deals with conceptual representation of sensitive issues in society as images in media using generative AI. Conceptual representation of sensitive information creates an overall societal impact. Conceptual processing involves understanding the represented information and the way how people respond and interact to the displayed information. Some of the issues like menstrual cycle representation, sex education, domestic violence, sex abuse and mental health awareness are difficult to represent conceptually and respectfully in the media. The goal of this paper is to use generative AI and represent these issues clearly to the society using media. Our work aims at understanding the challenges in representation of these images conceptually as well as providing an overview of the generative AI tools that can be used for implementing the solutions. A case study of a generative AI tool is used to understand the underlying problem of conceptual and respectful image generation for representing it in media. There are many generative AI tools for image generation, and we have chosen the Google Gemini AI as it gives more creative images compared to other tools [13]. In this paper, some of the sensitive issues are taken into consideration for representation in media in a conceptual and respectful manner.