Must we pay taxes on 401(k) EARLY WITHDRAWL FEES? This is $ we never received but is it still claimed as income & taxed? I'm looking at approx. $34,000 in fees...?

We just want to know if we have to pay taxes on the early WITHDRAWL penalty fees even though this is money we never saw at all.