Create a bookmark (insert -> bookmark). Then you can add #name_of_bookmark to the end of the url.
eg: http://docs.google.com/document/d/15xm3Bx4Elnjbg0VNY#name_of_bookmark
This is the only solution to your problem, Google Docs does not remembers last position of the cursor or anything lik that.