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Combine common axes
These books are ranked using the themes labels extracted for The Pretender.
Themes labels used: identity, belonging, humanity, otherness, family, war morality, sacrifice, instinct vs emotion, self-acceptance, survival, trauma, prejudice, love vs duty, choice, loyalty
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
In a shattered dystopia, Tris and Tobias venture beyond the fence and uncover truths that upend everything.
Why this is here
Themes labels: identity · loyalty · sacrifice · love · courage · truth · free will · choice · human nature · grief · war · betrayal · selflessness · nature vs nurture · power · social control · morality · belonging
Semantic match: ranked by themes
Distance: 0.0566
Ax and the Animorphs are swept from a covert mission into a larger alien war, forcing Ax to choose where he belongs.
Why this is here
Themes labels: loyalty · identity · war ethics · survivor's guilt · propaganda · belonging · choice · sacrifice · trust · good vs evil · ambiguous morality · found family · duty · trauma · unity
Semantic match: ranked by themes
Distance: 0.0707
On the run and hunted, Lyric must rescue her loved ones and stop a second wave of invasion before it's too late.
Why this is here
Themes labels: identity · belonging · loyalty · friendship · survival · war · family · prejudice · coexistence · power and responsibility · choice · sacrifice · freedom · terrorism framing · genocide
Semantic match: ranked by themes
Distance: 0.0747
A secret dragon-blooded pilot joins allies and a sentient sword to stop the dragons returning to enslave humanity.
Why this is here
Themes labels: identity · heritage · self-discovery · belonging · duty · war · prejudice · forbidden power · loyalty · love · female empowerment · family · good vs evil
Semantic match: ranked by themes
Distance: 0.0758
A trapped hawk-boy gets pulled into rescuing escaped aliens and faces a life-changing bargain with a meddling cosmic force.
Why this is here
Themes labels: identity · agency · selfhood · freedom · captivity · hope · sacrifice · empathy · war · slavery · humanity · belonging · choice · acceptance · consequences · moral responsibility
Semantic match: ranked by themes
Distance: 0.0765
Two soldiers from opposing sides fall in love, have a child, and flee a galaxy-wide war as hunters close in.
Why this is here
Themes labels: war · prejudice · family · parenthood · love · survival · forgiveness · trauma · morality · loyalty · identity · difference · fugitivity · home · peace · sacrifice
Semantic match: ranked by themes
Distance: 0.0771
Robot outlaw TIM-21 and allies flee one danger while rival factions close in and old secrets unravel across the galaxy.
Why this is here
Themes labels: identity · sentience · free will · humanity · trust · betrayal · loyalty · loss · war · prejudice · rights · perseverance · emotion · memory · change · nurture vs nature
Semantic match: ranked by themes
Distance: 0.0792
After a devastating upheaval, Tris must navigate faction war, betrayal, and shifting loyalties while uncovering hidden truths.
Why this is here
Themes labels: identity · loyalty · grief · guilt · forgiveness · trust · choice · sacrifice · control · freedom · individuality · truth · lies · power · morality · politics · war · trauma · self-discovery
Semantic match: ranked by themes
Distance: 0.0799
Stranded in a strange interdimensional realm, Spensa hunts the truth of her powers while war and memory loss loom.
Why this is here
Themes labels: identity · courage · fear · memory · history · free will · moral choice · self-discovery · loyalty · family · friendship · duty · war and survival · humanity · prejudice · potential · growth · morality · belief
Semantic match: ranked by themes
Distance: 0.0806
A curious outcast from a floating, women-only world survives a sacrifice and lands in a dangerous society below.
Why this is here
Themes labels: belonging · identity · self-discovery · family · friendship · oppression · freedom · duty · sacrifice · prejudice · acceptance · truth vs secrecy · power · greed
Semantic match: ranked by themes
Distance: 0.0810
The Serenity crew takes on a rescue mission that escalates into new rebellion, old loyalties, and a surprise bonus tale.
Why this is here
Themes labels: loyalty · family · survival · resistance · freedom · morality · identity · trauma · political conflict · personal values · legacy · control vs autonomy
Semantic match: ranked by themes
Distance: 0.0813
Six Sun Eater side stories expand a war-torn galaxy with assassins, soldiers, family drama, and shifting POVs.
Why this is here
Themes labels: war · loss · loyalty · morality · good and evil · ethical dilemma · family · identity · power · survival · compassion · cruelty · duty · knowledge · fear · sacrifice
Semantic match: ranked by themes
Distance: 0.0816
