With the popularization of community's micro-renewal and sustainability concept, the improvement of residents' satisfaction and the reasonable allocation of resources have become the core elements in the effectiveness evaluation of community renewal. The degree of adaptation between residents' emotional needs and spatial forms has also become the focus of discussion in the community public space's renewal strategy. This paper aims to explore the mapping relationships between residents' emotional images based on Kansei Engineering(KE) and the spatial form of mobile exhibition halls in community's art gallery. First of all, relevant samples are collected and Web crawler technology is used to retrieve relevant Kansei words, and the most representative Kansei words relative to the samples in the exhibition hall are collected. Secondly, the data values corresponding to Kansei words are obtained by using Likert scale, and the Exploratory factor analysis (EFA) is used to cluster Kansei words to obtain seven most representative emotional semantic words, namely, natural, bright, diverse, simple, fun and sustainable. Moreover, in combination with principal component analysis (PCA), three factors structures are obtained, namely the sense of clearness, sense of lucidity and sense of symbiosis. Analytical Hierarchy Process (AHP) is used to get the index weight ranking of each factor structure. Finally, the Quality Function Deployment (QFD) tool is used to map the emotional image of the user and the form of the exhibition hall's components. At the same time, it is combined with the design requirements of sustainable development to form a complete design scheme. Based on KE, assemblability and recyclable waste wood can, to a certain extent, the exhibition hall design model meets the emotional needs of residents in different communities through diversified exhibition hall assembly design. In addition, the material and assembly mode are also responsive to global sustainable development.