Past Encounter
Unbeknownst to Clara, they actually did meet before. About 5 years ago when Clara was pregnant with her latest child.
He remembered meeting her and watching her as she struggled with her pregnancy and working hard. The two only had one conversation but it was enough for Clara to leave an impact on him.