Hi Jim,
Make sure to use the media service feature to index the document contents. That will extract a very accurate content from the files and store them locally. The built-in parsers can’t do that unfortunately, it is not possible to do within PHP only.
After reindexing via the media parser, the context should start appearing for most of the results. It is still far from perfect, but should work for most of them.