Yes, you can go to jail for failing to pay spousal support or alimony. Depending on the state, you may be charged with indirect civil contempt of court or in some states, criminal contempt of court. The rules vary by state, but in severe instances, you can be incarcerated for failing to obey a judge’s orders.