Barbara and Bobby have been friends since they were little. Bobby has always harbored affections for Barbara, which she never returns.
She made conscious effort to make this clear with her manner of dress and body language whenever they spent time together. She feared Bobby might not really understand.
Barbara loved Bobby, but it was a loved based in pity and empathy and time, not from attraction or interest.
Bobby knew.