That "joke" soon turned serious as Turner was invited to callback after callback, eventually becoming one of just seven contenders to play the eldest Stark daughter.
It was at that point she finally had to share the news with her parents.
"My parents found out when I was in the final seven, and then my mum kind of freaked out, and she called my dad and said, 'I don't know if we can do this'," Turner explained.
"But my dad said, 'Shut up, this is what she has wanted her whole life. You have to let her give it a go'."
The young actress was only 13 when Game of Thrones premiered, and as we know, it quickly went on to become one of the biggest TV shows of all time.
It skyrocketed Turner to fame and made her millions of dollars, plus helped her land a lead role in the X-Men franchise and provided an opportunity for her to meet her now-husband, pop star Joe Jonas.
Not bad for a "joke".