In the AWS Console > CloudFront Distributions,
I click on my Distribution ID, and I go to the Origins tab, and I edit the origin.
I set the Restrict Bucket Access to Yes.
Here, I can create a new identity, or select an existing identity.
So, the question is, how can I delete an existing identity?