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Combine common axes
These books are ranked using the characterization labels extracted for Cold the Night, Fast the Wolves.
Characterization labels used: teen heroine, orphan, thief, pickpocket, loner, stubborn protagonist, resourceful survivor, emotionally closed off, badass heroine, fighting wolf, animal companion, scientist team, gang leader, mob boss, supporting cast
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Teen guerrillas shelter feral orphans in wartime Australia, but their refuge, loyalties, and safety all come under threat.
Why this is here
Characterization labels: teen protagonists · flawed heroine · resilient teens · traumatized children · orphan characters · group dynamic · guardianship role · maturing under pressure · emotionally damaged · resourceful survivors
Semantic match: ranked by characterization
Distance: 0.1602
In a flooded future, two teens chase missing parents into a perilous undersea mystery and uneasy alliance.
Why this is here
Characterization labels: teen protagonists · resourceful hero · frantic protagonist · fearful heroine · character growth · dark gifts · supporting cast · outlaw gang
Semantic match: ranked by characterization
Distance: 0.1623
A lone survivor must enter a brutal prison colony to rescue a child and uncover who can stop the outbreak.
Why this is here
Characterization labels: teen survivor · resourceful heroine · kickass heroine · single-minded protagonist · reckless protagonist · protective ally · male guardian · scientist villain · serial predator · corrupt authority · broken survivor · strong female lead
Semantic match: ranked by characterization
Distance: 0.1639
A teen girl surviving alone after nuclear war faces a stranger whose arrival turns refuge into danger.
Why this is here
Characterization labels: teen heroine · resourceful survivor · naive outsider · domineering man · scientist · abusive antagonist · competent farm girl · morally driven
Semantic match: ranked by characterization
Distance: 0.1653
A teenage thief in Cairo flees a soul-stealing villain while uncovering her heritage and learning to control her powers.
Why this is here
Characterization labels: teen protagonist · orphan · street thief · pickpocket · insecure heroine · self-loathing · trauma-shaped · powerful heroine · outsider · mutant
Semantic match: ranked by characterization
Distance: 0.1657
A teen wakes naked on a mysterious island where she has 365 days to escape through elusive gates or die.
Why this is here
Characterization labels: teen protagonists · female lead · male lead · leader · survivor · resourceful · strong heroine · smart heroine · protective hero · supporting cast · large cast · caring community · independent characters · capable heroine · brooding hero · morally mixed group
Semantic match: ranked by characterization
Distance: 0.1669
A Diné monster hunter chases a cult leader beyond her protected lands to rescue missing friends and confront a bigger threat.
Why this is here
Characterization labels: badass heroine · broody protagonist · monster slayer · reluctant guardian · teen tracker · prickly heroine · morally gray · loyal · protective · conflicted · headstrong · broken but resilient · rebellious teen · complex villains · godlike beings · found family cast
Semantic match: ranked by characterization
Distance: 0.1702
After a deadly pandemic, two immunized siblings cross a broken America to reach family and survive what comes next.
Why this is here
Characterization labels: teen heroine · younger brother · sibling duo · resourceful · plucky · prepared survivors · mature child · survivalist training · streetwise ally · helpful companions · likable characters · strong characters · character development
Semantic match: ranked by characterization
Distance: 0.1718
Two survivors race to unravel a deadly island’s secrets before its 365-day rule claims everyone left behind.
Why this is here
Characterization labels: teen protagonists · female heroine · male leader · resourceful heroine · trained survivor · obsessive researcher · mysterious newcomer · protective leader · strong heroine · emotionally invested characters · character growth · fierce heroine
Semantic match: ranked by characterization
Distance: 0.1728
Two teen boys in a ruined America fall in love while hiding secrets, outrunning danger, and chasing a possible cure.
Why this is here
Characterization labels: teen protagonists · lonely survivor · resourceful survivor · mechanically skilled · tinkerer · courier · mission-oriented · grieving · traumatized · fearful · brave · protective · kind-hearted · flawed · emotionally guarded · naive · relatable · lovable
Semantic match: ranked by characterization
Distance: 0.1746
An 18-year-old wakes alone in a damaged cryosleep bunker after a comet apocalypse and must survive a changed world.
Why this is here
Characterization labels: teen protagonist · resourceful heroine · strong female lead · optimistic protagonist · resilient survivor · young adult cast · team-based cast
Semantic match: ranked by characterization
Distance: 0.1753
A grieving teen is drawn into a secret vampire-hunting agency, where family history, monsters, and lies collide.
Why this is here
Characterization labels: teen protagonist · male protagonist · angry teen · moody teen · sulky hero · reluctant recruit · trained hunter · vampire girl · monster guardian · secretive villains · found family
Semantic match: ranked by characterization
Distance: 0.1760
