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Film noir is a genre characterized by its dark and cynical tone, often exploring themes of crime, corruption, and moral ambiguity. "The Hitch-Hiker" fits this genre due to its gritty portrayal of violence and its exploration of the psychological effects of isolation and paranoia. The film's shadowy cinematography, pessimistic outlook, and exploration of the darker aspects of human nature all contribute to its classification as film noir.