Grayback
I'm pretty sure it was hinted at in the early chapters that her past issues are tied to Eren's father as she was in a party with him and his mom I believe. Love triangle probably. I don't remember the veiled hints about her death, though they might be connected. I'm a bit surprised Eren's parents haven't really come up at all as I don't think they are dead.