Use something like
my_story.html?ID=#####
Where ID is the records unique identifier. So uppon generating the page you determine which record preceeds and which record follows.
previous url would be
my_story.html?ID=%previous record key%
next url would be
my_story.html?ID=%next record key%
Saludos
Gerardo