I believe there is a set amount your 401k provider is require to withhold for taxes for any 401k withdrawal. I think 20%.

The tax brackets allow you to earn up to $80k (after standard or itemized deductions) annually before your tax rate goes from 12% to 22%.

Always good to have a stash of post-tax cash you can access to help manage taxes in retirement.