Prevent enter key from deleting space at end

If I have a word that ends in a space and I press the Enter key, it deletes the space before it adds the new line. Worse, when I'm using a remote desktop program, the Enter key deletes whatever character is at the end of the line. This means I have to add an extra space at the end of every line before I hit the Enter key. Is there a way to disable this behavior?