Converts static 3D Gaussian Splatting scenes into endlessly looping 3D cinemagraphs by inferring plausible dynamics with a vision-language model, synthesizing a reference video, lifting it to multi-view videos, and fitting a Fourier-parameterized Periodic Deformation Field with a Grounded Drift Field—mask-free capture of deformation, object motion, and illumination changes.