Can I apply for a passport in the Republic of Korea (South Korea) while on holiday?

No, you must apply in the country you are normally resident in. You should only apply to the Irish Embassy in Seoul if you reside in the Republic of Korea (South Korea), or in the case of a lost/stolen passport while visiting here.