Federal taxes W2

I got my W-2 and inbox to where your federal income tax withheld should be. It is blank, but every paycheck on my paystub shows federal taxes withheld and I asked my employer about it and she said that’s taxes that they pay for the employee to the IRS so my question is Why is it blank? I still don’t understand that?, thank you