Pen-and-pencil exercises on Cosine Similarity and on Accuracy, Precision, Recall, F-Measue
Use WebVectors
A corpus annotated at different level is available at GUM
You could also use the LSA interface to scrutinize the effect of the nr of the neighbors, the PoS of the neighbors as well as the use of tokens vs. lemmas as dimensions of the space.