There may be merit in tagging each of the words with their part of speech prior to fitting the model in a similar way to sense2vec. Using your example above you

There may be merit in tagging each of the words with their part of speech prior to fitting the model in a similar way to sense2vec. Using your example above you would then have 2 vectors, one for leaves|VERB and one for leaves|NOUN