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These books are ranked using the themes labels extracted for Kill Them with Kindness.
Themes labels used: compassion, empathy, kindness, control, power, corruption, misinformation, fear, selfishness, human nature, morality, public trust, unintended consequences, choice, social critique
Focused on “freedom” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
A brilliant young scientist in a virus-ravaged compound falls for an infected survivor while questioning the system she serves.
Why this is here
Themes labels: humanity · ethics · medical morality · compassion · survival · trust · freedom · segregation · state power · choice · identity · trauma · social responsibility · equality · crisis morality
Semantic match: ranked by themes
Distance: 0.1148
On the run after being branded an outcast, a teen must expose a brutal system before it destroys everyone she loves.
Why this is here
Themes labels: judgment · prejudice · human rights · compassion · morality · justice · identity · freedom · trust · resistance · self-acceptance · power abuse · discrimination · conformity · personal responsibility
Semantic match: ranked by themes
Distance: 0.1163
An abducted science-fiction writer becomes humanity’s intermediary as alien intervention ends violence and remakes Earth.
Why this is here
Themes labels: human nature · compassion · violence · freedom · capitalism · ecology · climate change · post-scarcity · social justice · politics · power · morality · faith · guilt · redemption · humanity · civilization · anthropocentrism · collective responsibility · environmental stewardship
Semantic match: ranked by themes
Distance: 0.1197
After escaping a deadly outbreak, three survivors are trapped in space and hunted for the power the contagion left behind.
Why this is here
Themes labels: survival · trust · sacrifice · morality · power · control · trauma · grief · loss · hope · freedom · ethical science · political corruption · weaponization · choice · love · resilience
Semantic match: ranked by themes
Distance: 0.1207
A gifted orphan is adopted into a corporation that trades children’s futures, forcing him to navigate power, trust, and greed.
Why this is here
Themes labels: greed · ethics · morality · freedom · control · power · dehumanization · child welfare · individual potential · means and ends · social responsibility · revenge · forgiveness
Semantic match: ranked by themes
Distance: 0.1224
A near-future pandemic makes survivors blissfully content, sparking a battle over happiness, power, and control.
Why this is here
Themes labels: happiness · empathy · agency · freedom · autonomy · morality · ethical dilemma · capitalism · consumerism · power · control · misinformation · public health · pandemic politics · depression · anger · ambition · social commentary · collective good · individual choice · good versus evil · meaning of life · truth
Semantic match: ranked by themes
Distance: 0.1225
In a faction-divided future, a teen's impossible choices pull her into rebellion, secrets, romance, and loss.
Why this is here
Themes labels: identity · choice · bravery · fear · sacrifice · loyalty · grief · forgiveness · freedom · control · belonging · morality · self-discovery · power · societal roles · human nature
Semantic match: ranked by themes
Distance: 0.1276
In a flooded future, a corporate colony’s secrets surface through six letters and a crossword-like decoding game.
Why this is here
Themes labels: power · fear · guilt · sin · corruption · control · freedom · addiction · exploitation · capitalism · manipulation · human nature · moral decay · hope · responsibility · truth vs lies · social psychology · personal prison
Semantic match: ranked by themes
Distance: 0.1284
Trapped in a dangerous mirror world, four kids race to decode clues, find allies, and rescue their missing moms.
Why this is here
Themes labels: truth · deception · trust · family loyalty · courage · grief · identity · honesty · compassion · power · freedom · good vs evil · teamwork · determinism · moral choice
Semantic match: ranked by themes
Distance: 0.1298
In a dystopian future, a rebel group races to stop an AI apocalypse as new allies, betrayals, and sacrifice reshape everything.
Why this is here
Themes labels: freedom · resistance · humanity · empathy · authority · oppression · sacrifice · hope · mental health · PTSD · depression · survival · morality · technology ethics · AI control · community · love over hate · truth · memory · censorship · human nature
Semantic match: ranked by themes
Distance: 0.1309
Ten darkly funny, inventive stories probe kindness, class, and moral crisis in a skewed version of contemporary America.
Why this is here
Themes labels: kindness · compassion · moral choice · class inequality · consumerism · capitalism · violence · war trauma · death · suicide · loss · grief · humanity · redemption · social inequity · parenting · shame · dignity · immigration · exploitation · corporate power · free will · ethical responsibility · loneliness
Semantic match: ranked by themes
Distance: 0.1100
A cloned boy raised as property in a drug lord’s future borderland must confront what makes him human.
Why this is here
Themes labels: humanity · identity · nature versus nurture · free will · individuality · self-determination · prejudice · slavery · power · corruption · dehumanization · human rights · belonging · acceptance · loyalty · morality · ethics of cloning · survival · compassion · empathy · immortality · addiction · sacrifice · predestination
Semantic match: ranked by themes
Distance: 0.1168
