it would be 아파요.
I am also learning Korean, but what I learned is that when a verb stem's last vowel is ᅡ or ᅩ then you add -ᅡ요 to the end. 으 is a neutral vowel so you replace it with the ᅡ요 ending which is how you get 아파요
(아프다 -> 아프 + 아요 -> 아파요).
added note:
If the verb does not have a ㅏ or ㅗ vowel before the 으, then you would add the -ㅓ요 ending. Also, since the 으 vowel is neutral it is sort of "covered up" by the ending when you conjugate it. so if you wanted to conjugate 쓰다 (to use; to write) it would be 써요
(쓰다 -> 쓰 + 어요 -> 써요).
Hopefully that all makes sense :)