From their website: "Locomotive No. 12 is the last surviving narrow-gauge steam locomotive of the East Tennessee and Western North Carolina Railroad (ET&WNC), which ran train service from Johnson City, Tennessee to Boone, North Carolina from 1919 to 1940." http://tweetsie.com/explore-the-park/trains/
This bridge probably carried this locomotive in the past.