Key Points: The HRRR model surface thermodynamic biases are seasonally dependent, presenting a systematic warm and dry bias during the warm season. The primary locations of the summer warm and dry biases are over farmland, on days with optically thick clouds. A hydrological bias underestimating of spring snow melt is consistent with subsequent summer warm and dry biases over farmland.