Cosine similarity in Gensim differs from the Embedding Projector in Tensorflow

Question

I am trying to follow the Word2Vec tutorial on TensorFlow here with the Shakespeare dataset provided, and after being given the vectors.tsv and metadata.tsv file from the traine