Spoiler (highlight to view)
Jiraiya knows already who Konan is. And Jiraiya has only had one genin team, meaning that Konan must have been the girl who was part of Yondaime's team. There's a possibility that Pein is the last member of Jiraiya's genin team, but it's not for certain yet.