How Does The Shallow World Of BookTok Affect Book Recommendations?

I was the kind of girl everyone called hopelessly lovestruck. That day was no different from any other. I clung to my boyfriend’s arm, leaned in close, and shamelessly asked for a kiss like I always did. However, right before my lips touched his, a line of glowing comments drifted across my vision. They floated in the air like a livestream chat. [Can this side character wake up already? Can she not see the male lead avoided her the entire time? He hated clingy relationships like this.] [The kind of person who really suits him is the female lead. Someone gentle, patient, and understanding.] [Once the real female lead shows up, this annoying clingy girlfriend is definitely getting dumped.] My body froze. I slowly loosened my arms from around his neck. In the next second, he suddenly looked up at me. “Why’d you stop?”

Gideon Hart, a man known for keeping every woman at arm's length, gets drugged and wakes up in a hotel with me lying beside him. Afterward, he comes to me and offers ten million as compensation. When I remain silent, my best friend, Lena Quimby, jumps in like she's been waiting for her cue. She snaps that money can't buy everything, trying to reject the offer on my behalf. Before I can say a word, comments start flashing before me like a live stream chat. "Here we go! The male lead, the female lead, and the side character are all on screen together!" "Lena's so classy. Way better than that gold-digger Evelyn." "Watch Evelyn reject the money and still get clowned!" "Who wouldn't pick the sweet, innocent heroine?" Glancing at Lena's flushed cheeks and the way her eyes stick to Gideon, I almost let out a cold laugh. Then, I turn to the man in front of me and hold up my Venmo QR code. "Sure. Wire it!"

My roommate had a peculiar knack for pestering everyone into liking her posts on social media, all so she could collect enough likes to claim some prize or another. It was her way of life—nagging, nudging, and guilting us into clicking that little thumbs-up. One time, the campus beauty queen liked my roommate's ad for a facial mask. Not long after, she was in a horrific car accident. The vehicle caught fire, and her face suffered severe burns, leaving her disfigured beyond recognition. Meanwhile, my roommate seemed to undergo a miraculous transformation, her complexion turning porcelain fair and flawless as though she'd been kissed by the heavens. Then there was the academic prodigy, a shoe-in for graduate school, who liked her tutoring service post. Shortly after, he was exposed for academic fraud, and his once-brilliant reputation was reduced to ashes. Strangely enough, my roommate's research paper suddenly won an award, catapulting her to fame and fortune. And me? I fell into her trap too. I liked her rental agency ad, and before I knew it, my world crumbled. A scandal erupted, revealing that I was the result of a mix-up at birth. It turned out she was the long-lost child of wealth and privilege—a hidden gem cast into the rough, now reclaimed by her rightful family. As for me, I was packed off to the countryside village she had escaped from and forced into a brutal marriage with an old man. My life became a living hell, and eventually, I died there, broken and forgotten. But fate wasn't done with me yet. When I opened my eyes again, I found myself back on the day my roommate begged me to like her post in exchange for yet another prize.

In a high school world where popularity reigns, Ava Martinez prefers the quiet corners of the library to the chaos of the halls. After her mother's engagement to Mark, she's forced to navigate life with her charming yet unpredictable stepsibling, Ethan Davis. When a science project pairs them together, their playful banter ignites a connection neither expected. As Ethan helps Ava transform into the girl she thinks she wants to be, they both confront jealousy, self-discovery, and the complexities of their feelings. But when a betrayal threatens to unravel everything, Ava must decide what truly matters. In this heartwarming tale of friendship, identity, and the struggle for acceptance, Ava learns that the journey to find oneself is often the most rewarding adventure of all. Will she choose the spotlight or embrace her true self—and the unexpected love waiting right beside her?

After transmigrating through three novels in a row, the hardest thing I ever suffer through is drinking iced long black. But when I open my eyes again, I somehow become the pathetic simp side character in a trashy romance novel. Just as I debate whether to file a complaint against the system, the trembling system hurriedly explains something to me. Although this is a trashy romance novel, it is also an unfinished abandoned novel. I ask, "So you're saying I decide how the story develops?" The system replied, "Yes. Everything is completely under your control." Satisfied, I lazily stretch and begin checking the original Jacob's background. He has a trillionaire father and a billionaire mother. On top of that, he has seven rich and beautiful older sisters. With such a ridiculously overpowered setup, how can he go around simping for a broke college girl with no money? What a complete waste!

Vera Lee, an introverted yet lonesome bibliophile who writes for a living, meets Jackson Young, her charming yet secretive next door neighbor on an online book auction of Stephen King's The Shining. The two enter into a last minute bidding war making Vera take matters into her own hands by convincing Jackson to give up. Vera's life changes when Jackson starts to make her heart flutter and race as their lives continue to intertwine. But the secrets he keep are holding her back. With the pandemic going on, is it even wise to enter into a relationship? For someone who's been alone her whole life, can she risk her heart in the middle of the pandemic?