I wonder if....
...this was inspired in part by Theodore Dreiser's "An American Tragedy", which came out in 1925 and was in turn based on the Chester Gillette- Grace Brown murder of 1906. Dreiser's book was done as a 1931 sound film and redone as "A Place in the Sun" in 1951. Neither is as good as "Sunrise", however.
http://en.wikipedia.org/wiki/An_American_Tragedy