visualize the visual words from a bag of features classifier

I am using bag of features to classify histology images. After the creation of the bag of features object how can I visualize the final codebook and which visual words make up each image? Can I reconstruct the image from these words? I think it has to do with the use of encode to create a visual words object. But how do I proceed after that?