If there is a branch and the two paths lead back to the same ground, will they both recieve power?
One property of circuit theory is that all things connected to the same node are at the same potential (voltage).

If there is no voltage across your LED, no current will flow, and no light will come out.

To do what you are wanting to do, you should put the second LED on a different branch entirely.