This interactive visualization explores the latent preference subspace of the MovieLens 100K dataset. Using a manual implementation of the Simultaneous Power Method with implicit centering, I recovered 10 principal components that explain 35% of the market variation. PC1 represents overall market engagement, while PC2 captures a "Critically Acclaimed vs. Blockbuster" pivot. Hover over any point to view the movie's full genre profile and release year.