Embodiments relate to a system, program product, and method for leveraging cognitive systems to facilitate the management of word and image relationships in a combined vector space. More specifically, the system, computer program product, and method disclosed herein facilitate establishing one or more continuous semantic relationships with word vectors, sentence vectors, and image vectors within an image-word combined vector space with N-dimensional coordinates. In general, the word vectors, sentence vectors, and image vectors are generated within their respective domains that are resident within the image-word combined vector space. Such domains of word vectors, sentence vectors, and image vectors include inherent semantic relationships between respective members of each domain that facilitate establishing continuous, formal, virtual relationships between respective word vectors, image vectors, and sentence vectors within the image-word combined vector space.