At my job, I can dictate how much "they take out". Anywhere from absolutely nothing (which means I'll have to pay the IRS) to having them deduct so much that the IRS owes me and I get a return.
The ideal situation is that, when you file your taxes, you don't owe them and they don't owe you. There's a lot of factors, though. How much you make annually, what your expenses are, if you're married, if you needed government assistance, if you have kids, if you've bought a home, if you're in school, etc. I'm not equipped to give advice on that. If you want a good penis joke or you're stuck in Xenoblade Chronicles 2, I'm your man.