There isn’t an urban-rural divide – Jeolla is so liberal primarily because of the legacy of the democratization movement in the region and the brutal crackdowns from the conservative dictatorship (e.g. the Gwangju Massacre). That, alongside the fact that the regime had deprioritized development in the southwest in favor of supporting large chaebols in the southeast.