Once unemployment runs out, I don't believe you are counted as on the unemployment bandwaggon. Didn't they keep from extending unemployment a few years ago? Probably one reason was to keep the numbers from looking bad.
They have extended it numerous times, that is what the federal unemployment tax is for.
The employee never sees the unemployment taxes that are paid, they are both paid by the employers.