How does contributing to 401k reduce current tax burden?

Let’s say your federal tax bracket is 25% and your state bracket is 6%. Which means your total tax bracket is 31%.

You contribute $10,000 to your 401k.

So you will save $3,100 in your total tax this year. (31% of $10,000 is $3,100)