This research attempts to explore the identification method and visual expression method of historical memory factors in the red cultural heritage, the identification and transformation of narrative elements in cultural memorial space and the method of space implantation, the the design issue on creative serialization of narrative space, and the design method from value remodeling to space implantation and identity construction. The "design interpretation" of the historical memory space of characteristic cultural heritage, combined with the historical narrative and space construction are guided from narrative, symbol and metaphor perspectives to restore the gap of material and spiritual values. This research indicates how the regional image matches the image and legitimacy of the country. The designs mode of reusing the "unique value" of red cultural heritage has been explored from spatial narrative perspective and realized the cultural identity with regional characteristic of typical red heritage space. The adaptive reuse of red cultural heritage centers on the concept of "locality" in the process of urban renewal, which should shift from the simple attention to historical memory to the comprehensive relationship among people, area and society. Among them, cultural inheritance is no other than the direct means, space construction is the endogenous power, continuous memory is the surface purpose, and local identity is the deep direction.