I guess you skipped Word 2007, then, where the real learning curve occurred? :-)
Most options from older versions are still available, but they have moved around quite a lot (also between Word 2007 and 2010 <sigh>). For the display of pictures, see
http://wordfaqs.mvps.org/InvisibleGraphics.htm.