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These books are ranked using the characterization labels extracted for The Here and Now.
Characterization labels used: teen heroine, rebellious heroine, smart heroine, resourceful heroine, bland heroine, brainy love interest, devoted love interest, homeless mentor, authoritarian leader, controlled community
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A newly prettified teen must fight brainwashing, social pressure, and her own fading memory to uncover the truth.
Why this is here
Characterization labels: reluctant heroine · flawed heroine · annoying protagonist · brainwashed protagonist · rebellious teen · love interest · best friend rivalry · cool clique · authoritarian agents · manipulative authorities · naive heroine · morally conflicted lead · changed personality
Semantic match: ranked by characterization
Distance: 0.1003
In a post-war America ruled by Moral Statutes, a teen girl flees to save her mother—with her first love now on the other side.
Why this is here
Characterization labels: teen heroine · rebellious mother · brooding soldier · tortured love interest · impulsive protagonist · naive protagonist · strong heroine · survivor · protective hero · moralistic authority figures
Semantic match: ranked by characterization
Distance: 0.1050
A teen in a fenced village must confront zombies, secrets, and a choice between duty, love, and escape.
Why this is here
Characterization labels: selfish heroine · strong-willed heroine · curious heroine · obsessive heroine · angsty teen · one-dimensional characters · emotionally detached · survival-focused · reluctant believer · authoritarian leaders
Semantic match: ranked by characterization
Distance: 0.1065
A teen mind reader is drawn into a hidden community of her kind, where trust and freedom may cost everything.
Why this is here
Characterization labels: teen heroine · mind reader · freak · outsider · whiny protagonist · insecure protagonist · naive protagonist · strong heroine · compassionate heroine · mysterious love interest · controlling grandmother · mentor figure · popular girl · troubled father figure
Semantic match: ranked by characterization
Distance: 0.1067
A teen girl discovers she's the real time-travel heir in a secret family line and is swept into a hidden London intrigue.
Why this is here
Characterization labels: teen heroine · awkward heroine · naive protagonist · relatable heroine · brave heroine · clever heroine · immature protagonist · arrogant love interest · bossy love interest · mysterious love interest · secretive mother · perfect cousin · loyal best friend · mischievous friend · icy grandmother · protective family
Semantic match: ranked by characterization
Distance: 0.1083
A weather-controlling heroine races to Las Vegas to stop a power-drunk teen, while rival factions and hidden agendas close in.
Why this is here
Characterization labels: snarky heroine · strong heroine · reactive protagonist · determined protagonist · resourceful heroine · overmatched heroine · troubled teen · mysterious ally · morally compromised leaders · corrupt authority · protective love interest · martyr complex · tenacious heroine · emotionally battered protagonist
Semantic match: ranked by characterization
Distance: 0.1098
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.1124
A top student is recruited into a secret time-travel agency and must navigate conspiracies, rules, and a new identity.
Why this is here
Characterization labels: teen operative · strong heroine · sassy heroine · rebellious protagonist · selfish protagonist · whiny protagonist · smart protagonist · resourceful protagonist · outsider · antagonistic side characters
Semantic match: ranked by characterization
Distance: 0.1147
A teenage girl with catlike powers is pulled into a hidden war, dangerous alliances, and a tangled love triangle.
Why this is here
Characterization labels: teen heroine · rebellious teen · sassy protagonist · badass heroine · matured protagonist · selfish protagonist · annoying characters · flat characters · protective heroine · loyal heroine · male love interests · villain with depth · leader role · side character focus
Semantic match: ranked by characterization
Distance: 0.1153
A flood-ravaged teen is reassigned inside a rigid survival society and uncovers dangerous secrets about how it really works.
Why this is here
Characterization labels: teen heroine · strong-willed heroine · curious protagonist · compassionate protagonist · naive protagonist · loyal friend · protective friend group · patrol officer · supervisor class · rebellious youth · young adult protagonist
Semantic match: ranked by characterization
Distance: 0.1179
On a centuries-long spaceship mission, a teen rebel falls for the wrong partner and risks everything for love.
Why this is here
Characterization labels: rebellious heroine · stubborn protagonist · sarcastic protagonist · immature protagonist · self-destructive protagonist · depressed protagonist · reserved love interest · arrogant rival · controlling authority · strong-willed heroine
Semantic match: ranked by characterization
Distance: 0.1186
A teen girl cast as a superhero’s “love interest” fights the role, the system behind it, and her own feelings.
Why this is here
Characterization labels: teen heroine · reluctant heroine · female lead · snarky protagonist · anxious protagonist · strong female lead · boyish love interest · sweet love interest · awkward love interest · female rage · girlboss · coming of age
Semantic match: ranked by characterization
Distance: 0.1187
