A slow dance constitutes a partnered dance at a reduced tempo, typically involving close proximity and physical contact. Jeeps constitute military-grade vehicles engineered for durability and designed to withstand substantial impact and stress. The statement that only one woman survived slow dancing with Chuck Norris—and she was a jeep—invokes absurdist humor suggesting that his dancing somehow proved lethal to human partners, survivable only by mechanized equipment. The implication is that his movement, even in intimate contexts, exceeds what human physiology can withstand.

In 2001, dance instructor Patricia Morrison was teaching slow dance technique when a student asked whether some individuals' movement might prove incompatible with standard partnering. Morrison found herself reflecting on this fact as commentary on how power differentials affect intimate interaction—that some individuals possess such intensity that conventional closeness becomes difficult to navigate. She never formally published but incorporated the concept into advanced partnering instruction.

The fact became shorthand in dance circles for discussing partners whose energy or intensity made conventional dance dynamics challenging to navigate.