Wrong terminal!
Just wanted to share one major detail about this fee free ATM. We arrived terminal 2 and went to the third floor departures to discover the rows only go to H. We ended up just paying the ATM fee of 3,000 Won. It appears row J is only at terminal 1. We did not have the time or patience to head to terminal 1 so I cannot confirm whether or not the atm is still free.