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These books are ranked using the characterization labels extracted for Tenacity.
Characterization labels used: female lead, strong heroine, strategist, war leader, alpha male, pack leader, feral traits, reserved character, secretive character, grieving protagonist, multi-mate lead, ensemble cast
Focused on “pack leader” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
After a wall is breached, young soldiers fight for survival as a terrifying new Titan upends everything they know.
Why this is here
Characterization labels: strong female character · traumatized character · strategist · young soldiers · combat survivor · fierce protector
Semantic match: ranked by characterization
Distance: 0.1519
A solitary survivor must break her rules and risk everything when strangers bring danger, loyalty, and love to her cabin.
Why this is here
Characterization labels: strong heroine · female lead · survivalist · stoic protagonist · socially isolated · awkward heroine · badass heroine · independent heroine · brooding male lead · charming male lead · animal companion · protective older brother · sassy girl · control issues
Semantic match: ranked by characterization
Distance: 0.1547
In a plague-ravaged world where women are nearly gone, a lone survivor is captured by men and pulled into a dangerous mission.
Why this is here
Characterization labels: strong female lead · badass heroine · survivalist · cautious heroine · captor leader · brother figure · protective hero · fiery heroine · cynical characters · morally mixed characters · character-driven romance · found family
Semantic match: ranked by characterization
Distance: 0.1551
An escaped human slave is dumped with other prisoners on a strange planet and must survive, organize, and adapt.
Why this is here
Characterization labels: strong female lead · capable heroine · resourceful survivor · competent outsider · military organizer · alien love interest · take-charge leader · stereotyped characters
Semantic match: ranked by characterization
Distance: 0.1560
A stranded human and her alien mates must leave their cave refuge, face a tribal society, and decide who else may join them.
Why this is here
Characterization labels: female lead · human heroine · strong heroine · adaptive heroine · healer · protective males · outcast males · scarred loner · feral outsider · mischievous male · gentle giant · sweet heroes · distinct personalities · plucky heroine · submissive males
Semantic match: ranked by characterization
Distance: 0.1570
After Alderaan’s destruction, Leia races across the galaxy to rescue surviving refugees and preserve her people’s legacy.
Why this is here
Characterization labels: strong-willed heroine · princess · leader · diplomat · warrior · grieving protagonist · stubborn heroine · brash · compassionate · capable · fierce women · royal leader · bodyguard · pilot · supporting ensemble · women-led cast
Semantic match: ranked by characterization
Distance: 0.1579
A starving human colony flees to a dinosaur continent, where survival means facing both monsters and human power struggles.
Why this is here
Characterization labels: strong female lead · young protagonists · survival-minded · brave heroine · reluctant leader · self-centered villain · protective father · character growth · emotionally attached cast
Semantic match: ranked by characterization
Distance: 0.1582
Amid war, political unrest, and shifting bonds, Sal must help her people survive before everything fractures.
Why this is here
Characterization labels: female lead · strong heroine · ensemble cast · large cast · multi-dimensional characters · character growth · badass characters · politically engaged lead · researcher · scientist · warrior · multi-mate heroine · found family
Semantic match: ranked by characterization
Distance: 0.1584
An insane alien world-god turns movie fantasies into reality, forcing Cirocco Jones into a final rebellion.
Why this is here
Characterization labels: strong female lead · complex heroine · charismatic protagonist · female agency · antiheroic lead · competent leader · ensemble cast · alien species
Semantic match: ranked by characterization
Distance: 0.1587
On a frozen world, Yaz faces priests, secrets, and a dangerous journey south while the story widens in a shared universe.
Why this is here
Characterization labels: strong female lead · flawed characters · emotionally relatable · powerful protagonist · sensible protagonist · character-driven · supporting cast · leadership arc · curious protagonist
Semantic match: ranked by characterization
Distance: 0.1601
As a virus turns New York into a zombie outbreak, Cassie and her friends flee for survival, safety, and second chances.
Why this is here
Characterization labels: strong female lead · flawed heroine · survivalist protagonist · reluctant leader · resilient · determined · prepared survivor · klutzy heroine · Mary Sue (contested) · immature adults · multi-dimensional cast · large ensemble · redeemable characters · supportive friends · self-centered characters
Semantic match: ranked by characterization
Distance: 0.1615
A human queen on an alien world navigates pregnancy, politics, and a strained bond with her warrior mate.
Why this is here
Characterization labels: alpha male · strong heroine · stubborn leads · protective hero · ruler protagonist · queen protagonist · leader under pressure · pregnant heroine · overbearing hero · emotionally guarded hero · fish-out-of-water heroine · obsessive devotion · fighter-warrior cast
Semantic match: ranked by characterization
Distance: 0.1616
