Pca Analysis, Eigenvectors.
you will perform the dust products between the matrix containing your word embeddings and the first and columns of the U matrix. Where N equals the number of dimensions that you want to have at the end. For visualization, it’s common practice to have two dimensions, then you’ll get the percentage