Sorry to be pedantic, but I think it's implied that the universe of discourse is "all things that are attempting to kill you." The contrapositive under that assumption isn't absurd.
If a car runs me over and breaks something in my body, but I manage to survive, it doesn't make me stronger or car-crash resistant.