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That drawing it's a bit oversimplified. Check this blog for a better explanation and implementation details. I'll refer to the image they have to answer: the yellow boxes represent embedding layers, required to convert words in numbers the green boxes represent the unfolded encoder the red box represent the context vector, i.e. the vector you're looking for....

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