Her family members relocated continuously prior to moving to Agoura Hills, California, when she was 9. Her family members is of "3-quarters Irish" descent, with her father's aspect from County Cork. After Graham co-starred with Benicio del Toro in a Calvin Klein professional directed by David Lynch, the director cast her as Annie Blackburn in Twin Peaks, where she appeared in the closing six episodes.