In the case of some Navy jets, the issue was one of space. The vertical
surface area desired on a plane like an F-14 would have required a single tail
too tall to fit inside the hangar deck. Or so I have heard it explained by the
"Aviator" types.

Harry "first effective rudder" Frey
Wright 1902 glider, etc.