I don't understand why you'd stop falling. If there is gravity You'd go to the center untill you hit solid right?
For the same reason I float about a foot underneath the surface of the water when I stop moving.
Roughly, the atmosphere of a gas giant is a gas on the outside, eventually (due to pressure) it becomes basically a liquid and then becomes dense enough that we'd think of it as a solid.