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From what I read on the twitter, (I don't read Korean btw I just google translate it) yes, Chase and Josh is a pair. I'm not sure about the chase being the baby's daddy though.
Just some thing I got from the author's twitter about the side story
<Kiss Me If You Can> If possible, I will see you in 2021. First of all, what to prepare is
1 The wedding of Josh and Chase
2 The night of Cecil's wedding
(I'm not sure who Cecil is. Probably a new character?)
3 Chase's nude apron and a female dress
4 Please check the link for the content of the meeting between Chase and the high-going high school Josh
(Here's the link for number 4)
https://mobile.twitter.com/ZIG_JENNIE/status/1035332543925477377
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Omg thank you so much for some confirmation!! Tbh I was so confused but I’m glad I was on the right track. You are literally heaven sent! ε=ε=(ノ≧∇≦)ノ However, I would be shocked if it wasn’t Chase’s baby, BUT I do have a theory of it isn’t. Josh could’ve gotten pregnant by the red head fire fighter (Because Yeonwoo knew him through Josh) and maybe the side story will be a live triangle with them 3! The red head, Josh, and Chase. I do think this is a reach though, so idk it’ll happen but I wouldn’t mind seeing it!
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I actually want Dane(the firefighter) to be with Josh, since the two appears to be in good relationship. But I doubt that he is the dad. From what I've read, Dane appears to be a caring and responsible person. So if he is the dad, I think that he would take care of Josh and marry him. Unless he doesn't know that Josh got pregnant or Josh kept it a secret, but I doubt that is the case, since they still contact each other. Anyways, I think Dane's role is mostly Josh's best friend / protector.
This is just my opinion though, so yeah.... I wouldn't mind seeing him fight for Josh though that would be really sweet. It's just gonna break my heart if he ends up being sad
(POTENTIAL SPOILER)
Now somebody PLEASE correct me if I’m wrong but I just saw a comment that had the authors Twitter in it. And when I clicked on some of their tweets I think I saw a potential side story call “Kiss me if you Can” with Josh and Chase! NOW YALL, AGAIN I COULD BE WRONG, BUT I THINK JOSH’S BABY BELONGS TO CHASE!!! The backstory was a little difficult to understand (it was in another language and made in 2018, but will be published in 2021?) anyways, their might be more to this story! I would appreciate if someone can fact check though and let me know if I’m right! Twitter tries to translates the tweets for you, so you should be able to read
Here’s the authors Twitter: https://twitter.com/ZIG_JENNIE?s=09