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Combine common axes
These books are ranked using the themes labels extracted for The Wastelander.
Themes labels used: survival, freedom, control, indoctrination, betrayal, trust, prejudice, adaptation, trauma, resilience, agency, community, personal growth, love under pressure, social hierarchy, class divide
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
Two outcast friends flee a collapsing underground enclave, fighting monsters, old rules, and feelings they can’t deny.
Why this is here
Themes labels: survival · freedom · identity · social roles · class system · rebellion · community collapse · love under pressure · self-worth · adaptation · coming of age · choice · hope · trust
Semantic match: ranked by themes
Distance: 0.0736
A former child-psi spokesperson is framed for a violent attack and must clear her name on the run.
Why this is here
Themes labels: resilience · resistance · prejudice · oppression · identity · trust · freedom · recovery · trauma · politics · social control · hope · justice · survival · community · voice and agency
Semantic match: ranked by themes
Distance: 0.0834
A teen artist caught at ground zero of an alien attack must survive, adapt, and unite with other teens to fight back.
Why this is here
Themes labels: friendship · survival · hope · trust · self-preservation · altruism · identity change · adaptation · teen competence · diversity · humanity under pressure · love under adversity · agency · loss · resistance
Semantic match: ranked by themes
Distance: 0.0848
In a ruined world, two teen lovers must survive a storm, old enemies, and conflicting dreams of home.
Why this is here
Themes labels: trust · communication · love under pressure · survival ethics · community · self-preservation · forgiveness · trauma · hope · resilience · change · home · belonging · fear · dependency · human cruelty · protectiveness · morality · letting people in
Semantic match: ranked by themes
Distance: 0.0895
A traumatized teen teams with a mysterious alien to rescue her brother, only to uncover secrets that could change Earth.
Why this is here
Themes labels: trust · loyalty · trauma · survival · prejudice · secrecy · identity · rescue · love vs fear · social control · independence · betrayal · hope · humanity · coming-of-age
Semantic match: ranked by themes
Distance: 0.0921
A brief Leon-centered bridge story shows his aftermath after Gaia's escape and leads into the next Birthmarked book.
Why this is here
Themes labels: survival · sacrifice · love · loyalty · determination · trauma · freedom · oppression · trust · family conflict · identity · resilience · rights · social inequality
Semantic match: ranked by themes
Distance: 0.0930
A UK supermarket manager battles a fast-spreading zombie infection over seven escalating days of survival, banter, and bloodshed.
Why this is here
Themes labels: survival · infection · humanity · fear · bravery · loyalty · community · leadership · morality · adaptation · loss · emotion under pressure · gender dynamics · social prejudice · class resentment · disbelief
Semantic match: ranked by themes
Distance: 0.0942
In a nuclear-scarred future, a human defender and an enhanced outsider must trust each other to survive a new war.
Why this is here
Themes labels: trust · survival · trauma · hope · community · prejudice · betrayal · cooperation · identity · humanity · marginalization · power and control · redemption · healing · loyalty · sacrifice · free will · belonging
Semantic match: ranked by themes
Distance: 0.0946
Nineteen YA short stories imagine what survives after collapse, from plague and war to monsters, walls, and strange new orders.
Why this is here
Themes labels: survival · social control · trust · identity · humanity · resilience · control vs freedom · state violence · media manipulation · class inequality · recovery · otherness · fear of difference · morality after catastrophe · community · trauma · hope · redemption · belief systems · resource scarcity
Semantic match: ranked by themes
Distance: 0.0954
After a bite in the middle of a world-spreading virus outbreak, a slacker must survive as neither fully human nor fully infected.
Why this is here
Themes labels: survival · identity · trust · fear · morality · human nature · social collapse · adaptation · responsibility · redemption · prejudice · community · immunity · social ostracism · civility breakdown
Semantic match: ranked by themes
Distance: 0.0957
A slacker shop clerk survives an apocalypse, then navigates a card-based magic system, monsters, and a wildly shifting adventure.
Why this is here
Themes labels: survival · adaptation · agency · morality · loss · depression · friendship · trust · self-isolation · optimism · responsibility · power corruption · identity · change · economics · freedom · oppression · social inequality
Semantic match: ranked by themes
Distance: 0.0964
A captive human and a scarred dragon-shifter warrior join forces to survive, escape, and fight their growing bond.
Why this is here
Themes labels: survival · resilience · freedom · trauma recovery · trust · self-worth · belonging · prejudice · dehumanization · consent · agency · loyalty · found family · justice · identity
Semantic match: ranked by themes
Distance: 0.0968
