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No. I don't think Konan even feels for him that way, it's more like high respect.
Konan's reason for joining the Akatsuki was love. Not love for Nagato but love for Yahiko.
Spoiler
Nagato's deva path was Yahiko's body and Konan loved Yahiko.
It becomes a bit more clear in Manga chapters:
551, pages 08
511, pages 11 and 12.
What else can I help you with?
Did pein and konan ever kiss?
No, Pein does not like (as in romantically) like Konan.
Is konan a form of pein?
No Konan is not form of pein she is an actual person.
Is konan pein's girlfriend?
Nope. Konan is Pein's partner in the Akatsuki.
Is konan in love with pein?
I heard that Konan and Pein make a great couple, but in Naruto Shippuden, Pein dies without Konan saying she liked Pein, there is no proof.
Does pein love konan?
Pein loves Konan. Konan loves Pein. He loves both of his team mates. Pein confesses and dies! But in a romantically since no! Konan might have romantic feelings for Yahiko
Who is Pein's partner?
Konan is Pein's partner.
Is pein relatedto konan?
No. He is not.
Will konan marry pein?
Nope. She will not beause Pein is dead.
How does Jaraiya know Konan?
Konan used to be Jariya's student long with Pain( Nagoto) and Yahiko.Konan, Pein, and yahiko were Jiraya's students. Jiraya left them. They were orphans at the rain village. Pein and Konan used to be good until yahiko died. Pein went crazy afterwards and Konan followed.
Was konan sad when pein died?
yes
Is pein and konan together?
They are siblings, not lovers.
Does Pein have a girlfriend?
yes pein's girlfriend is konan no one knows that they are secret lovers
