Data with too many dimensions to draw shows up as a scrambled cloud of dots. Pick t-SNE or UMAP and watch three hidden groups pull apart.
A scrambled, high-dimensional dataset. Choose a method and watch the hidden groups appear.
This is what high-dimensional data looks like without help: every point looks the same, and no structure is visible.