Generative art, a subdomain of new media art focuses on an autonomous system created by the artist. Personal data in the digital environment are becoming increasingly valuable, especially within the globalising environment which is the key development of organisations. However, the data visualisation of personal data is being consumed by global industries and not merely the data provider itself. The shift in consumption needs to be further explored to allow data providers to have emotional valuation and visualisation of their personal well-being in a digital environment. This research addresses the topic by focusing on the potential of generative visualisation based on affective data in a creative collaboration environment. Generative visualisation is necessary to study the emotion valuation process. The findings of the study identify generative visuals as an affective data visualisation method and to expand the function of generative visualisation and the significance of emotions in creative collaboration based on a computer-mediated environment.