They are scattered throughout the game:
You can find and collect Beyond Objects that change their shape. For example, a cat will transform into a crow and back again. When you click on a Beyond Object, you’ll receive a message informing you of your discovery
Beyond Objects are outlined in white in
this walkthrough.