The song 'Gingerbread Man' by Melanie Martinez uses the metaphor of a gingerbread man to symbolize a partner who is wild, unpredictable, and doesn't conform to societal norms. The lyrics express a desire for a relationship that is intense, passionate, and a bit destructive, rather than one that is conventional and predictable.