I think the chess metaphor comes more from Neal and Keller's previous interactions. He sent Neal random chess moves in the mail, and it was an overall metaphor in "Payback" as well.

his fatal flaw is his need to fall in love, so he's also crazy about El and Mozzie and Sara and Raphaels and elevators and... but Peter is special.

I would agree with that.