Based on the Köppen climate classification, Geraldine Peak is located in a subarctic climate with cold, snowy winters, and mild summers. Temperatures can drop below -20 °C with wind chill factors below -30 °C. Precipitation runoff from Geraldine Peak drains into tributaries of the Athabasca River.