Photo Albums Created On iPhone Are Not Appearing/Syncing to New Photos App in Yosemite
So I found out that photo albums that you create on your iPhone DO NOT SYNC back to your desktop computer. 

Mental note: Make all albums on the COMPUTER FIRST and then sync them from the computer to the iPhone.

So stupid.