Withholding for married filing jointly

I seem to owe taxes on my federal returns every year. This time, it's more than it has been in 5 years. My wife and I file jointly. I used the IRS withholding calculator and it is telling me that I need to take our more withholding from each paycheck but it says my wife needs to take out nothing more additionally. Would I be able to distribute the withholding amount between the two of us? So, if it tells me to withhold an additional $200, can she withhold $100 while I withhold the other half?