The pair's Argentine Tango will feature a "gangster fight scene", and in a Strictly first, Carney will take the lead role.
"This is a gender-neutral dance," Gu said. "It's the first time we actually have a female dancer leading the male pro."
Carney said she and Gu had been immersing themselves in the Peaky Blinders world all week.
"As soon as you step onto the dance floor you can feel overwhelmed, so we really tried to get into character from Monday morning," she said.
