Polar lows (PLs) are intense mesoscale cyclones that form over high-latitude oceans (Rasmussen and Turner, 2003). They are characterized by intense surface winds and can produce heavy precipitation, strong icing, low visibility, and large ocean waves (Harrold & Browning, 1969;Orimolade et al., 2016;Samuelsen et al., 2015), posing hazards to high-latitude coastal communities and marine operations. However, it is challenging for global models to realistically represent or skillfully predict PLs due to their small scale (with a typical diameter of 200-500 km), short lifetime (typically <48 hr), and convective nature (e.g.