His parents married in 1999. His father was previously married to actress Rocky Parker.
He and his brother are fraternal twins. He was born with blonde hair while Sullivan was born with black hair.
His father joined Renee Zellweger in the cast of the third Bridget Jones film Bridget Jones's Baby.