I remember rereading this after ch 12 so I probably can give you the full picture:
Natsuki is Ayaka's friend from the same circle, MC and her got along in a mixer in ch 2.
In ch 11 they are talking on a party when this exchange happens about MC and ayaka:
This heavily implied that: She...