Unemployment money is taxed at the federal level no matter which state you live in. However, if you live in a state with no state income taxes, you won’t have to pay state taxes on your unemployment benefits. Four states that levy income taxes also exempt you from paying those state taxes on unemployment compensation: California, New Jersey, Pennsylvania, and Virginia.