The problem with a persistent bureaucracy is that it selects for bureaucrats in favor of perpetuating and expanding the bureaucracy.
So a political appointee who wants to expand government finds willing allies.
An appointee who wants to reduce government finds opposition.
The association of individual political parties with those positions is more variable.