I believe the answer is: Decrease, Decrease
The allocation for 401k deduction would be directly cut from your payment as soon as it arrive. So, the amount of payment for your work would be automatically decreased.
But, the deduction from 401k is not considered as a taxable income, so the payment for your federal tax at the current year would also be decreased.