"Genius Party" is an anthology film composed of seven distinct short stories, each created by different directors and showcasing unique artistic styles and narrative approaches. The film does not follow a single overarching plot but instead presents a collection of standalone tales, each exploring diverse themes and concepts.

The first segment, "Genius Party," directed by Atsuko Fukushima, features a surreal and abstract narrative centered on a young boy who embarks on a journey through a fantastical world. The boy encounters various strange creatures and landscapes, symbolizing a journey of self-discovery and creativity. The story is visually driven, with minimal dialogue, emphasizing the exploration of imagination.

"Shanghai Dragon," directed by Shoji Kawamori, shifts to a more action-oriented narrative. It follows a young boy named Yan, who becomes entangled in a high-stakes chase involving a mysterious dragon. The story blends elements of science fiction and fantasy, with a focus on dynamic action sequences and a futuristic urban setting.

"Deathtic 4," directed by Shinji Kimura, presents a darkly comedic tale set in a post-apocalyptic world. The story revolves around a group of undead characters who navigate a desolate landscape filled with bizarre and grotesque imagery. The narrative explores themes of survival and the absurdity of existence, with a tone that balances humor and horror.

"Doorbell," directed by Yoji Fukuyama, is a psychological thriller that delves into the mind of a man haunted by a mysterious doorbell. The story unfolds through a series of surreal and unsettling events, as the protagonist grapples with his own fears and memories. The narrative is introspective, with a focus on the protagonist's internal struggles.

"Limit Cycle," directed by Hideki Futamura, is a philosophical exploration of reality and perception. The story follows a young man who questions the nature of existence and the boundaries of his own consciousness. The narrative is abstract and thought-provoking, with a focus on existential themes and the nature of reality.

"Happy Machine," directed by Masaaki Yuasa, is a whimsical and surreal tale about a young boy who finds himself in a strange, ever-changing world. The story is filled with bizarre and fantastical elements, as the boy navigates through a series of surreal landscapes and encounters various peculiar characters. The narrative emphasizes the fluidity of imagination and the boundless nature of creativity.

The final segment, "Baby Blue," directed by Shinichiro Watanabe, is a poignant and introspective story about two teenagers who decide to skip school and spend the day together. The narrative captures the fleeting nature of youth and the bittersweet moments of adolescence. The story is grounded in realism, with a focus on the emotional depth of the characters and their experiences.

Each segment in "Genius Party" stands alone, offering a unique narrative and visual experience. The film as a whole showcases a wide range of storytelling techniques and artistic styles, making it a diverse and multifaceted anthology. The absence of a central plot allows each director to explore their individual creative visions, resulting in a collection of stories that vary widely in tone, theme, and execution.