This project revisits the animated film Continuous Sound and Image Moments, made in 1966 by Jeffrey Shaw, Willem Breuker, and Tjebbe van Tijen. The original film consisted of a sequence of hand drawings, each shown for only a few seconds. In Latent Embeddings, a machine learning algorithm constructs a generative model from digitized versions of those drawings. New images are then produced by exploring the latent space of the model.