Now that I think of it again, probably the Athenians themselves would call it Αθηναίων Ηγεμονία (Athenaion Hegemonia - Athenians' hegemony). IIRC, this is what they actually called the fifth-century Delian League.
Democratic Athenian citizens would hate words like empire, kingdom, etc.
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