No, do not LJBF her. Don't act attracted to her, be attractive to her. Let her catch you occasionally checking her out, but don't flirt. Be charming and witty. One day, you two will be alone, sitting or standing somewhere, you're faces a few inches apart and it will happen.
Sinister is...