Maria Anna was intelligent but physically disabled. Unable to find a royal husband, she was made the abbess of the Imperial and Royal Convent for Noble Ladies in Prague with the promise of 80,000 florins per year. Later, she gave up the Prague position and became an abbess in Klagenfurt with a smaller provision.
Being disabled, her existence was often denied by the imperial family.