Why do you exhale before you do a surface dive in a lake or in a swimming?

Removing the air from your lungs makes you less bouyant and allows you to sink faster.

I never exhale when doing a surface dive so I can swim down deeper, if you do the surface dive properly by throwing your legs high out of the water you will sink fast enough.