You were right the first time, it's a purple leaf plum of some sort:
http://garden.org/plants/searc...
For what it's worth, the color of the inside of the fruit won't tell you much. Both cherries and plums can have red skin and yellow "meat", or red skin and red "meat", or a number of other combinations.