One who keeps a personal journal (7)
I believe the answer is:
diarist
(Other definitions for diarist that I've seen before include "eg Samuel Pepys" , "Pepys, say" , "Person who keeps daily record of activities, like Samuel Pepys" , "He makes entries" , "e.g. John Evelyn" .)