I do think the just framing is common, especially for exonerations, & I’m not opposed to this being about the just thing … but the Office of the Pardon Attorney frames it an “expression of forgiveness … in recognition of acceptance of responsibility”
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https://constitutioncenter.org/blog/explaining-president-obamas-outgoing-pardon-powers