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Emotion sensing support system to assist human decision making during interview scenario is a developing research field. This paper presents a new framework for the development of emotion sensing support systems that is a complete, easily extendible, flexible, and configurable environment with intensive benchmark capabilities. The design of the framework was inspired by behavior-driven development, agile software development technique. It provides: (1) effective collaboration platform between technological and psychological researches, and (2) intensive benchmarking capabilities to test the performance of the entire system as well as individual algorithms.