Ever since Starlight became friends with Trixie, she has always been hanging out with her more and more. Twilight has been noticing it and she realizes what Starlight is feeling.
Twilight let Starlight and Trixie became great friends but nothing more.
Starlight soon figures out that Twilight knows and she realizes that she has developed true romance feelings for her best friend.