Hi Lara
The Civil War Soldiers and Sailors System at http://www.itd.nps.gov/cwss/soldiers.htm does list John W Johnson as a private in Co F of the 3rd TN Infantry, USA
This site should give you some good info on the regiment
http://www.tngenweb.org/civilwar/usainf/usa3inf.html

Todd