Generally-speaking, this type of tax evasion is not treated the same as, say, making a mistake on a tax return that results in you owing a bunch of money to the state.

It's akin to intentionally defrauding the state.

A quick Google search indicates that willful tax evasion is a Class E felony in Tennessee, with a potential prison term of 1-6 years.