We demonstrate an interactive UI to explore neural embedding spaces by probing directions in these spaces, determined by component analysis such as PCA and ICA. It provides (1) Fluid overview+detail exploration of these directions with multi-modal viewers to inspect individual samples including images, audio clips, words, and sample attributes, (2) A dedicated view to analyze the development of embedding spaces over multiple layers, and (3) A dedicated view to compare the embedding spaces across different models.