Thanks Llorean (and Saratoga) for help. It's a bit counter-intuitive but yes, it works. I was afraid that "stop" would reset position in current playback but it didn't.
So again my problem is solved but don't you think that "resume to last state" option makes sense? BTW, IMHO all these "resume" options belong to "playback" sub-menu.