Refers to the atmosphere or air of the mountains, often with a poetic or refreshing connotation.
山の気が澄んでいて気持ちがいい。
The mountain air is clear and refreshing.
Compound of 山 (yama, 'mountain') + の (no, possessive particle) + 気 (ki, 'air, atmosphere, spirit').