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Combine common axes
These books are ranked using the characterization labels extracted for The Last Girl.
Characterization labels used: defiant heroine, female protagonist, captive survivor, brainwashed youth, badass heroine, strong female lead, test subject, rebellious protagonist, violent survivor, flawed heroine, protective guard, rebel allies, female friendships, disabled character, male guard
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a zombie-ravaged Dark City, scarred Annah must survive, reunite her lost twin, and face a dangerous new love.
Why this is here
Characterization labels: scarred heroine · survivor · reluctant heroine · tough female protagonist · insecure protagonist · self-loathing · strong female lead · broken characters · immune character · independent heroine
Semantic match: ranked by characterization
Distance: 0.1019
A teen survivor and a silent toddler navigate a silent, monster-filled world, then uncover dangerous secrets in a refuge.
Why this is here
Characterization labels: resourceful heroine · kick-ass heroine · smart protagonist · resilient survivor · traumatized teen · protective caretaker · mature child character · toddler companion · rebellious protagonist · inquisitive heroine · flawed heroine · paranoid survivor
Semantic match: ranked by characterization
Distance: 0.1053
A fierce teen in a quarantined, blood-typed Orleans fights to save a newborn while an outsider scientist seeks a cure.
Why this is here
Characterization labels: fierce heroine · resourceful protagonist · hardy survivor · brave girl · scrappy character · cynical character · hardened survivor · naive outsider · bland male lead · protective caregiver · scientist character · teen protagonist · determined protagonist · strong female lead · capable warrior
Semantic match: ranked by characterization
Distance: 0.1103
A bunker survivor races through a ravaged post-pandemic world to find medicine before time runs out.
Why this is here
Characterization labels: female lead · strong female lead · young heroine · ex-cult member · ex-soldier · protector · boyfriend · narrative survivor · resourceful heroine · courageous · determined · immune protagonist · mute helper · enigmatic helper · bada** heroine · protective hero
Semantic match: ranked by characterization
Distance: 0.1125
During a Portland zombie outbreak, a medicated student and her protective neighbor race for safety while hiding dangerous secrets.
Why this is here
Characterization labels: college students · female survivor · male protector · archer heroine · resourceful heroine · badass heroine · flawed heroine · protective hero · sarcastic heroine · guarded characters · mentally ill protagonist · hallucinations · medicated protagonist · ordinary people · believable characters · multi-faceted characters · flawed survivors · human heroes
Semantic match: ranked by characterization
Distance: 0.1137
A grieving teen survives the wilds, infiltrates the resistance, and faces a dangerous new mission and new love.
Why this is here
Characterization labels: survivor heroine · strong heroine · character growth · grieving protagonist · resilient · resourceful · rebellious · naive love interest · damaged characters · vulnerable characters
Semantic match: ranked by characterization
Distance: 0.1142
An ex-Marine turned salvager is pulled back into danger when pirates kidnap her partner and threaten known space.
Why this is here
Characterization labels: badass heroine · female protagonist · ex-military · competent protagonist · traumatized veteran · survival instinct · strong-willed · resilient · single-minded · supporting ensemble · antagonist cruelty · former comrades
Semantic match: ranked by characterization
Distance: 0.1176
An amnesiac girl must survive a brutal outpost, evade robotic law enforcers, and uncover who she was.
Why this is here
Characterization labels: strong female lead · female survivor · memory-erased protagonist · determined heroine · smart protagonist · resourceful protagonist · confused protagonist · loyal protagonist · morally complex characters · well-developed characters · secondary characters matter · supporting cast · survivor cast · protective male characters · villainous overlord · young boy character
Semantic match: ranked by characterization
Distance: 0.1190
A foul-mouthed survivor fights evolving parasite-monsters in a ruined world, while hope and danger keep escalating.
Why this is here
Characterization labels: badass heroine · foul-mouthed heroine · snarky heroine · strong female lead · abusive childhood · survivor protagonist · tough exterior · hidden vulnerability · traumatized heroine · everyman survivors · unofficial leader · morally flawed characters
Semantic match: ranked by characterization
Distance: 0.1192
A teen in a brutal future lottery is sent to the elite city, where immortality hides a darker truth.
Why this is here
Characterization labels: female protagonist · teen protagonist · rebellious heroine · strong moral compass · naive heroine · clueless protagonist · stubborn heroine · feisty protagonist · relatable heroine · strong female lead · brave protagonist · selfless heroine · annoying protagonist · character growth
Semantic match: ranked by characterization
Distance: 0.1195
In a ranked future society, a teen’s shocking low score sends her undercover into a military spy hunt.
Why this is here
Characterization labels: strong heroine · naive heroine · determined heroine · obedient student · brooding soldier · protective male lead · loyal male lead · complex male lead · good girl · model citizen · rebel heroine · vulnerable protagonist · mature growth · baggage
Semantic match: ranked by characterization
Distance: 0.1198
An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.
Why this is here
Characterization labels: teen heroine · overpowered protagonist · gifted child · badass girl · naive heroine · loyal protagonist · shy protagonist · resourceful survivor · superhuman growth · young soldier · transhuman protagonist
Semantic match: ranked by characterization
Distance: 0.1198
