ntc thermistors decrease in resistance as they get hot. (they are the most common sort)
The simple explanation is that they are made from semiconductor material. When heated bonds break and electrons (and holes) become available for conduction ie it becomes a better conductor and its resistance drops.
In a potential divider, the PD across each component is proportional to the resistance. If R drops, V drops.