One hot encoding vs Word embedding
Work with a Embedding Matrix. The Embedding Matrix Dimension = all of your unique Tokens x Vector Dimension.

Your Embedding Layer should have the Dimension WordVektor x length of your Text.

Watch this: watch this video Part 16 and Part 17. Easy explanation and short videos.