A Trans-Temporal Dialogue Between Artificial Intelligence and the Gothic Tradition: From Frankenstein to Large Language Models

This article explores the deep cultural connections between artificial intelligence and the Gothic literary tradition. From Mary Shelley's Frankenstein to contemporary large language models (LLMs), it analyzes how humanity's fear, fascination, and moral confusion regarding "artificial life" have persisted through technological development, revealing the complex interactive relationship between technology and human psychology.

Gothic literature emerged in late 18th-century Britain. Its core motifs include fascination with the supernatural and grotesque, the return of the repressed, duality and ambiguity, the symbolism of architectural spaces, and warnings against scientific hubris. When discussing AI's ethical dilemmas, these cultural traditions serve as the literary roots of technophobia; their echoes across two centuries reflect the complex interaction between technology and human psychology.

Frankenstein stands as both a pinnacle of Gothic literature and a pioneer of science fiction. Its narrative bears striking similarities to AI ethics discussions: 1. Creator's hubris: Dr. Victor Frankenstein's ambition to play God echoes the pursuit of Artificial General Intelligence (AGI); 2. Alienation of the creation: The creature turns to violence after being abandoned and rejected, sparking reflections on AI rights and responsibilities; 3. Technological loss of control: The monster's out-of-control actions lead to tragedy, corresponding to the alignment and control issues in AI safety.

The vampire figure in Gothic literature offers a unique perspective for understanding AI: 1. Data as blood: AI needs to "feed on" massive amounts of human text for training, exhibiting a parasitic relationship with human culture; 2. The cost of immortality: AI promises to transcend human limitations, but raises questions about the loss of humanity and the value of creativity; 3. Infection and transformation: The proliferation of AI-generated content blurs the line between real and artificial, altering human cognition and cultural production patterns.

As a digital-age variant, "Techno-Gothic" provides a framework for AI anxiety: 1. Digital spectrality: AI (especially LLMs) has no physical form yet produces consciousness-like responses; trained on deceased texts, it can "resurrect" voices; 2. Interface horror: The black-box nature of AI (unknown intermediate processes) embodies the aesthetic of Techno-Gothic; 3. Post-human anxiety: When AI approaches human capabilities, the ontological anxiety about the boundaries of human uniqueness is a modern echo of Gothic motifs.

The Gothic tradition influences public perception and policy-making: 1. Media discourse framing: Terms like "Frankensteinian" or "monster" are used to shape risk perception; 2. Ethical discussion presuppositions: The binary thinking of human-AI opposition limits the imagination of collaboration; 3. Regulatory policy metaphors: Phrases like "contain" or "tame" echo the Gothic narrative of controlling supernatural forces, and their rationality needs to be assessed soberly.

The Gothic tradition provides resources for understanding anxiety, but we need to move beyond fear: 1. Historical perspective: Technophobia is not unique to AI; the printing press, electricity, etc., all triggered similar anxiety; 2. Diverse narratives: Explore non-tragic narratives such as human-AI collaboration and technological empowerment; 3. Critical participation: Neither blindly embrace nor panic about doomsday scenarios; participate in AI development with a critical attitude to ensure it serves human well-being.

The intersection of AI and the Gothic tradition reveals: The fear and fantasy about AI are projections of humanity's own anxiety, reflecting deep concerns about creativity, consciousness, power, and responsibility. Technological progress needs to be accompanied by ethical awakening; creative ability must match the willingness to take responsibility. Reading Frankenstein is not only a study of literary history but also a preparation for understanding contemporary AI ethical dilemmas. The Gothic tradition leaves eternal lessons about humanity, responsibility, and humility.