In this case study, research on perceptually-related issues in intelligent manufacturing focuses on the rendering aspect. Human emotional responses remain unaddressed in daily products. In this paper, we demonstrate a methodological framework to build the links between human emotional responses and geometrical features. Shopping bags are widely used. What contributes to the popularity of these bags? We employ a 3D model to eliminate other influencing factors; conduct a preference experiment on the shape, type, dimension, and material for feature volumes of a model that affects human judgment on parts similarities. However, no prior research has modeled bags using the dimensionality of emotions aroused by size and materials. among others. Our contributions include an in-depth statistical analysis to understand the relationship between shapes and emotions, among others. Therefore, this paper takes virtual system design thinking to establish a set of virtual designs with interactive experience material and to assist users to examine the five sensual feelings of interactive demands to initiate new values in this industry.