The attention mechanism is a revolutionary leap that helped Large Language Models generate text in a sensical way. In a nutshell, attention adds context to words in an embedding. In this talk, we'll see attention as a gravitational force that acts between words, adding context to text. We'll study the keys, queries, and values matrix, and how they contribute to this theory of word gravitation.