Her chilling interview with the 17-year-old revealed what she described as a "charming mannerism" that sucked her in to the avid reader's past.
Robert told Rebecca of his love of books, his dream of joining the US Army and how close he was to his family.
The teenager then started to speak casually of his past offences and boasted about being able to 'read' people just by looking at them.
Describing her experience to the Daily Mirror she said: "I became terrifyingly aware of just how dangerous this man really was".
She then agreed to let him appraise he personality based on her appearance.
He told her: "You're on edge a little bit" ... "I'm not a threat." ... "You've got dark pants on; you've got dark boots on.
"Your boots alone are laced all the way tight and your pants are darker of a colour, so you started today with a firm, determined goal....
"Your shirt is ... more at ease. It's not a hard colour, its see how the day takes me, I'm going to do this but we're just going to see how it goes."
Describing what happened she said: 'When I finally asked Robert if he thought he was a psychopath, he answered: "Narcissistic maybe. Not a psychopath."
"And with the American prison system unable to diagnose every inmate, we'll never know for sure. But I know what I thought".
Rebecca said the interview certified in her mind what the American prison system struggle to diagnose in 'every inmate'.
The Horizon documentary maker and her camera crew went to Indianapolis prison after "months of negotiation" to find out the answer to the question; what makes a psychopath?
Her interviewees were all chosen by the prison psychiatrist and she spent weeks in total speaking to them.
- Daily Mail