Question

Why does the atmospheric temperature increase with altitude in the stratosphere

Answer 1

It doesn't, it gets colder as you go higher.

Answer 2

In the ozone layer of the stratosphere UV radiation is absorbed from the sun which causes an increase in the motion of ozone molecules. Therefor causing the temperature to rise.