Dale
Mentor
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Let me do a concrete hypothetical example.
Let's say we have a liquid phase of 3 molecules and a gas phase of 3 molecules, and let's say that in some units the KE of the liquid phase molecules is 10, 20, and 30, and for the vapor also 10, 20, and 30. Let's further say that the intermolecular forces in the liquid have an energy of 20.
Now the average KE for the liquid is 20 and the average KE for the vapor is also 20, so they are at the same temperature. If the liquid molecule with KE of 30 evaporates then the liquid phase now consists of two molecules of KE 10 and 20. The average KE has gone down to 15, so the temperature of the liquid has decreased.
The evaporated molecule had a KE 30 in the liquid, but due to the intermolecular forces it is slowed down to 10 in the vapor. So now the gas phase consists of four molecules of KE 10, 10, 20, 30. The average KE has gone down to 17.5, so the temperature of the vapor has also gone down.
With no external energy input evaporation will cause the temperature to decrease.