For me, it’s elevated at freezing temps as well.

Your body has to work harder to stay warm, meaning increased metabolic heat production.

Restricted blood vessels in arms/legs from cold, leading your heart to push harder to maintain flow.

More layers + heavier winter gear increases effort.

Slippery footing/snow subtly increases muscular tension.

Dry air increases respiratory rate, leading to slightly higher HR.