Abstract
The proliferation of artificial intelligence in creative domains has opened unprecedented avenues for artistic expression, yet the objective human emotional response to these novel forms remains underexplored. This study investigates the aesthetic and psychological impact of AI-generated non-Euclidean dreamscapes on human observers, specifically quantifying physiological arousal using Galvanic Skin Response (GSR). A custom Generative Hyper-Geometric Network (GHGN) was employed to synthesize a diverse set of visual stimuli characterized by warped geometries, impossible perspectives, and shifting chromatic palettes. Thirty participants were exposed to these generative landscapes, alongside control stimuli, while their skin conductance levels were continuously monitored. Results indicate a statistically significant increase in phasic skin conductance responses when participants viewed the non-Euclidean dreamscapes compared to conventional Euclidean imagery, suggesting heightened emotional arousal and cognitive engagement. Furthermore, variations in geometric complexity and color saturation within the generative art elicited differential physiological responses. These findings provide empirical evidence for the profound emotional potency of AI-created surreal and geometrically challenging art, highlighting its potential not only for expanding artistic frontiers but also for applications in immersive experiences, therapeutic interventions, and the deeper understanding of human-AI aesthetic interaction.