What about both? She secretly thinks better of Hannibal and maybe doesn't treat him quite as bad, but she keeps the bombshell for when she really needs it.

Of course, Shaw knows. That is his job and his case to investigate. Shaw probably has enough affection for Hannibal that he'll keep his secrets as long as he's not breaking the law.