Metal-organic framework as a widely-studied material has been applied in many fields, such as catalysis, sensing, and energy storage. Here, an organic semiconductor/2D MOFs-polymer bi-layer was designed for optoelectronic neuromorphic transistors. The device displays excellent synaptic behaviors and unique emotional-tunable learning/forgetting properties, showing a promising application potential for neuromorphic systems.