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Combine common axes
These books are ranked using the characterization labels extracted for Jumping The Shark: Matched with the Space Shark.
Characterization labels used: plus size FMC, plus size MMC, cinnamon roll MMC, daddy dom, caring MMC, protective MMC, sassy FMC, go-with-the-flow FMC, relatable FMC, older partner, kind partner, bratty behavior
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A plus-size human starting over on a space station falls for an alien hiding behind a hologram.
Why this is here
Characterization labels: plus-size FMC · anxious FMC · self-conscious FMC · shy MMC · insecure MMC · cinnamon roll MMC · protective MMC · awkward leads · emotionally guarded MMC · body-positive lead · romantic MMC
Semantic match: ranked by characterization
Distance: 0.0992
An abducted human and a gentle alien warrior are forced into marriage during a rescue mission on his homeworld.
Why this is here
Characterization labels: gentle giant · cinnamon roll MMC · sunshine FMC · plus-size heroine · curvy heroine · kindhearted · devoted · protective · possessive · resilient · anxious heroine · shy heroine · low self-esteem · trauma · acts of service · caretaking
Semantic match: ranked by characterization
Distance: 0.1435
A reality-TV-loving human is abducted into an alien survival dating show and unexpectedly bonded to her mate.
Why this is here
Characterization labels: sarcastic heroine · snarky FMC · relatable FMC · competent FMC · determined FMC · competitive FMC · chaotic FMC · cynical FMC · protective MMC · possessive MMC · obsessed MMC · sweet himbo · cinnamon roll MMC · golden retriever MMC · consent-focused MMC · patient MMC · gentle hero · devoted mate
Semantic match: ranked by characterization
Distance: 0.1585
A doomed spider bodyguard is sent on a suicide rescue mission—and finds the human woman he’s meant to protect and mate with.
Why this is here
Characterization labels: cinnamon roll MMC · protective MMC · possessive MMC · virgin MMC · scary-looking softie · devoted hero · touch her and die · feisty FMC · sassy FMC · spoiled FMC · unlikable FMC (mixed) · traumatized heroine · snarky heroine · bratty heroine · party girl · rich girl · bodyguard · kidnapped heroine · dying hero · resourceful hero · sexually assertive FMC · emotionally guarded heroine · lonely outsider · self-sacrificing hero
Semantic match: ranked by characterization
Distance: 0.1866
A traumatized scientist and an uptight alien lawyer must navigate a fake-roommate setup, fated mates, and growing desire.
Why this is here
Characterization labels: neurodivergent FMC · STEM heroine · scientist heroine · quirky heroine · analytical heroine · traumatized heroine · scientist MMC · germaphobe MMC · possessive MMC · protective MMC · attorney MMC · kink-aware couple · awkward couple · growth arc · soft domme · submissive MMC · cinnamon roll MMC
Semantic match: ranked by characterization
Distance: 0.1941
A human artist seeking escape and a gentle alien saloon owner find love through a mail-order bride program on a snowy colony.
Why this is here
Characterization labels: cinnamon roll MMC · gentle giant · protective hero · supportive heroine · soft heroine · artist heroine · factory worker heroine · disabled MMC · amputee MMC · one-handed MMC · migraine rep · chronically ill heroine · virgin MMC · inexperienced MMC · selfless hero · hardworking heroine · resilient heroine · lonely hero · sweet hero · awkward hero
Semantic match: ranked by characterization
Distance: 0.1953
A lonely woman and a desperate alien enter a 30-day trial marriage that turns into unexpected love on Earth.
Why this is here
Characterization labels: party girl · lonely heroine · hardworking woman · strong FMC · bubbly heroine · sweet heroine · cinnamon roll MMC · soft-hearted alien · stoic MMC · broody MMC · quiet hero · curious hero · doting husband · provider hero · survival mode · poverty background · caregiver dynamic · earnest heroine · kind heroine · softie
Semantic match: ranked by characterization
Distance: 0.2147
A kraken bodyguard and a grieving scientist bond in the deep sea, where forbidden attraction grows into survival and love.
Why this is here
Characterization labels: stoic hero · protective MMC · broody hero · cinnamon roll MMC · smart FMC · scientist heroine · historian · linguist · grieving widow(er) · emotionally guarded · traumatized characters · second chance at love · strong FMC · sweet hero · possessive MMC · devoted hero · he falls first · emotionally vulnerable
Semantic match: ranked by characterization
Distance: 0.2172
A princess-in-training is torn between her lifelong best friend and a brooding prince as a galaxy-spanning bond and war collide.
Why this is here
Characterization labels: princess FMC · prince MMC · crown prince · heir · future queen · future king · broody MMC · possessive MMC · morally gray MMC · protective MMC · strong FMC · intelligent FMC · headstrong heroine · sweet but fierce heroine · devoted love interest · best friend love interest · side-character ensemble · found family · supportive friend group · character growth · coming-of-age · royalty · bodyguard
Semantic match: ranked by characterization
Distance: 0.2199
A human bride-program liaison confronts an alien penal colony warden—and discovers danger, banter, and desire.
Why this is here
Characterization labels: gruff MMC · soft-hearted MMC · protective MMC · possessive MMC · cinnamon roll MMC · stern hero · competent heroine · determined heroine · anxious heroine · headstrong heroine · people pleaser · work-focused heroine · lonely hero · caretaker · hard-ass exterior · vulnerable interior
Semantic match: ranked by characterization
Distance: 0.2291
A social media influencer and a secret agent team up after a UFO sighting sparks a government mystery—and chemistry.
Why this is here
Characterization labels: social media influencer · government agent · Man in Black · cinnamon roll MMC · golden retriever MMC · nerdy hero · blond MMC · witty FMC · curated persona · underestimated heroine · underestimated hero · emotionally available hero · traumatized hero · grief-affected hero · growth arc · soft-hearted MMC · competent heroine · quirky leads · green flag hero · truth-seeking
Semantic match: ranked by characterization
Distance: 0.2314
An amnesiac potions witch is dragged into a continent-spanning quest with a secretive ally and an empire on her heels.
Why this is here
Characterization labels: amnesiac heroine · potions witch · witch hunter · former guard · former commander · lady knight · protective MMC · broody MMC · secretive character · tortured character · resilient heroine · sassy heroine · plus-size FMC · curvy FMC · loyal knight · morally grey character · guarded heroine · independent heroine · tender MMC · redeeming love interest
Semantic match: ranked by characterization
Distance: 0.2327
