YOU SAID:
I went for a walk up a big hill
INTO JAPANESE
私は大きな丘を散歩に行った
BACK INTO ENGLISH
I went for a walk on the big hill
INTO JAPANESE
私は大きな丘の上を散歩に行った
BACK INTO ENGLISH
I went for a walk on the big hill
That didn't even make that much sense in English.