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With the continuous advancement of urban renewal, innovative and creative spaces in the urban village have attracted much attention as a new model of space restoration. In the process of material space transformation, the emotional identity and place identity of innovative and creative spaces in urban villages are reconstructed. However, communities and residents in the urban village remain often been neglected in previous studies, most of which focused on the material and economic perspectives. In other words, the emotional mechanisms and spatial influences of relevant subjects in innovative and creative spaces have not received sufficient attention. By focusing on the innovative and creative spaces of Huangpu village in Guangzhou as an example, this study employed in-depth interviews, network text analysis, and other methods to explore the impact of innovative and creative spaces on residents' sense of place and their role in creating a local emotional identity within the context of urban renewal from the perspective of emotional geography. The innovative and creative spaces of the urban villages exerted a different impact on the local emotion and space identity of multiple subjects through the reshaping of the material environment, culture, and social relations. The improvement of the material environment of the innovative and creative spaces in the urban villages enhanced the emotional identity and local attachment of residents. The cultural values of modern industrial forms were not able to shape the local and cultural identities of residents but increased the level of makers. The local identity of the tenant group was based on creativity and cultural atmosphere. The innovative and creative spaces of the urban villages formed a social network relationship with industry as the link by strengthening the interaction and connection between the subjects, establishing a common emotional attachment and local identity, and transforming the original traditional living space into a multi-dimensional space with consumption, production, and leisure attributes. The emotion and atmosphere of the innovative and creative spaces were displayed during the interaction between makers and residents and during the production of creative products and made different subjects participate in the process of space-remodeling. Not only did this process strengthen the perception and recognition of innovative and creative elements and rural areas, but it also established the recognition of a common local value. Given the current emphasis on the reuse of stock space resources, such as industrial heritage and historical buildings, it is particularly important to focus on the emotional connection between humans and the environment. From the perspective of emotional geography, it is of great significance that the emotional effect and meaning of constructing innovative and creative spaces on rural development are elucidated. This study provides not only a theoretical perspective for a deeper understanding of the relationship between the innovative and creative spaces and the locality of urban villages but also insights into promoting culturally oriented urban renewal.