From Wiktionary, the free dictionary
Compare Lithuanian -ija.
-ėjė
- Added to form names of places or administrative units that the person / people of the main word govern(-s).
- žemaitis (“Samogitian; a person from Samogitia”) + -ėjė → Žemaitėjė (“Samogitia”)