I have been try to change the layout to "Reading Layout" after it is being save. But it is not working for ViewType.Reading. Here is the code i am using:
doc.ViewOptions.ViewType = ViewType.Reading;
doc.Save("output.doc", SaveFormat.Doc, SaveType.OpenInWord, Response);
Note: For other ViewType like Normal, Outline, PageLayout and Web are working fine.