How to get the documents representations(vectors)

First, thanks for your code
I am planning to use hlda as a baseline to compare classifications results, therefore  I need the documents vectors(representations) resulted from the hlda. Is it possible to explain to me how I can get these vectors?

Thanks in advance for your help.