The troubled couple has been on the run from police since failing to appear in court several times for a felony vandalism arraignment stemming from an October 2010 incident.
Dennis, 56, who has remained relatively quiet on his brother's disappearance and criminal record, finally acknowledges that Randy, 60, is in his thoughts.
"I love my brother," Dennis told PEOPLE recently while promoting his film at L.A.'s Luxe Hotel. "That's all I can say. I love my brother and I miss my brother. That's all I'm going to say."
– Dahvi Shira
Santa Barbara County Sheriff's Department