Vicar general
Wessenberg was born in Dresden, where his father worked as a tutor to the princes of the electoral House of Wettin. Johann's younger brother Ignaz Heinrich von Wessenberg later chose an ecclesiastical career and in 1801 was appointed Vicar general of the Bishopric of Constance. In 1776 the family returned to Freiburg in Further Austria.