Further insight into the adsorption and desorption behaviors of methane (CH 4 ) on a shale matrix is critical to shale gas exploration and production. As for the Lower Silurian Longmaxi Formation shale in the Jiaoshiba block, the Sichuan Basin of China, shale gas reserves always occur in reservoirs with burial depths above 3800−4000 m. Thus, the CH 4 adsorption and desorption capability on a deep shale matrix was measured under simulative reservoir temperatures of up to 353.15 K and pressures up to 30.00 MPa. Furthermore, the adsorption mechanism of the CH 4 −shale system was quantitatively elaborated. Finally, the Polanyi potential theory approach was adopted to further clarify CH 4 adsorption and desorption on a deep shale matrix. Results indicated that increasing temperature decreases the CH 4 adsorption capacity of a deep shale matrix. Particularly, its decreasing amplitude reaches up to 20.23% with the temperature increasing from 313.15 to 353.15 K. The adsorption and desorption hystereses of CH 4 on a deep shale matrix were found for all of the operating temperatures. Particularly, the increase in temperature weakens the degree of hysteresis, implying that technologies based on temperature increase could be the future direction of research and development on shale gas production. The weakening temperature dependence of hysteresis is because of the additional energy supplied for desorption and weakened shale matrix swelling due to the high operating temperature. Quantitative analyses indicated that CH 4 adsorption on a deep shale matrix under simulative reservoir temperature and pressure typically follows the micropore-filling mechanism. Accordingly, the Polanyi potential theory is applicable to address the CH 4 −shale adsorption and desorption systems. Moreover, the characteristic curves of both adsorption and desorption of CH 4 on a deep shale matrix show good coincidence for all of the operating temperatures. Thus, the characteristic curve is an effective tool to predict the adsorption and desorption isotherms of CH 4 on a shale matrix at a given temperature and pressure.