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Abstract Fluorescence‐activating proteins (FAPs) that bind a chromophore and activate its fluorescence have gained popularity in bioimaging. The fluorescence‐activating and absorption‐shifting tag (FAST) is a light‐weight FAP that enables fast reversible fluorogen binding, thus advancing multiplex and super‐resolution imaging. However, the rational design of FAST‐specific fluorogens with large fluorescence enhancement (FE) remains challenging. Herein, a new fluorogen directly engineered from green fluorescent protein (GFP) chromophore by a unique double‐donor‐one‐acceptor strategy, which exhibits an over 550‐fold FE upon FAST binding and a high extinction coefficient of approximately 100,000 M⁻¹ cm⁻¹, is reported. Correlation analysis of the excited state nonradiative decay rates and environmental factors reveal that the large FE is caused by nonpolar protein−fluorogen interactions. Our deep insights into structure‐function relationships could guide the rational design of bright fluorogens for live‐cell imaging with extended spectral properties such as redder emissions.