In short, Byzantines were Greeks wha managed what the classical Hellens did not: to maintain a unified Empire.

Byzantium is, of course, a derogative term created by the West. The inhabitants called it Basileion Romanoi, "Roman Empire" (of the Greek nation, as indicated by the language - from Iustinian on).