Real embeddings live in 768-1536 dimensions. 2D versions (UMAP/t-SNE projections) preserve relative distances approximately.
Cosine similarity measures angle between vectors, ignoring magnitude. Standard for semantic similarity. Dot-product or L2 also used; cosine wins for length-invariance.