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Combine common axes
These books are ranked using the tone + premise labels extracted for Defy Me. Books rank higher when they are close on every selected axis.
Tone labels used: emotional, brutal, heartbreaking, wholesome ending, angsty, melodramatic, intense, addictive, confusing, overwhelming, romantic, hopeful
Premise labels used: identity secrets, buried past, memory loss, found family, rescue mission, romantic reunion, power struggle, political crisis, hostile takeover
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone + premise embeddings are close.
An amnesiac college student in a palace discovers she may be a legendary leader’s lost self as war closes in.
Why this is here
Tone labels: emotional · angsty · heartbreaking · hopeful · tense · chaotic · wild · intense · romantic · satisfying
Premise labels: amnesia · hidden identity · identity recovery · royal custody · family reunion · lost memory · chosen hero · city under attack
Semantic match: ranked by tone + premise
Distance: 0.1238
A hawk-bodied teen faces a family trap, a rescue mission, and a shattering truth about who he really is.
Why this is here
Tone labels: angsty · melancholy · tragic · introspective · thoughtful · bittersweet · tense · emotional · heartbreaking · morally serious
Premise labels: identity crisis · hidden parentage · family secret · false relative · territorial conflict · rescue mission · morphing dilemma · normal life temptation · found family
Semantic match: ranked by tone + premise
Distance: 0.1360
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
Tone labels: emotional · angsty · hopeful · bittersweet · tragic · intense · anxious · uplifting · heartbreaking
Premise labels: identity crisis · coming-of-age · forced change · return to self · rescue mission · alien ally · war effort
Semantic match: ranked by tone + premise
Distance: 0.1426
On the run and newly changed, Evie and Luc uncover buried truths while old allies return and danger closes in.
Why this is here
Tone labels: emotional · intense · romantic · angsty · foreboding · nostalgic · comforting · heartbreaking · steamy · swoony · conversational
Premise labels: on the run · protection · hidden identity · memory loss · alien contact · secret past · identity crisis · betrayal · found family · fated couple
Semantic match: ranked by tone + premise
Distance: 0.1449
A masked rebel and a resistance leader are torn apart by betrayal, forcing love, vengeance, and survival to collide.
Why this is here
Tone labels: dark · emotional · heartbreaking · angsty · brutal · melodramatic · hopeful · intense · tragic · romantic
Premise labels: secret identity · double life · forbidden love · resistance uprising · tortured hero · betrayal · revenge · hidden heir · political overthrow
Semantic match: ranked by tone + premise
Distance: 0.1551
In a broken postapocalyptic world, a fierce survivor hunts revenge while love, family, and loss force impossible choices.
Why this is here
Tone labels: angsty · heartbreaking · bittersweet · emotional · gritty · brutal · tense · suspenseful · sorrowful · hopeful · rollercoaster · melodramatic · devastating
Premise labels: revenge mission · survival quest · postapocalyptic survival · family secrets · found family · love triangle · world collapse
Semantic match: ranked by tone + premise
Distance: 0.1552
A memory-shattered rebel faces a final clash for identity, love, and control as old enemies close in.
Why this is here
Tone labels: dark · emotional · bittersweet · intense · chaotic · brooding · romantic · angsty · gory · frustrating
Premise labels: finale · identity crisis · memory loss · rescue mission · government overthrow · forced choice · destiny conflict · enemy threat
Semantic match: ranked by tone + premise
Distance: 0.1625
A traumatized teen and her allies race to expose a government cover-up while balancing power, trust, and love.
Why this is here
Tone labels: emotional · bittersweet · stressful · intense · angsty · dark · hopeful · heart-wrenching · satisfying · frustrating
Premise labels: government conspiracy · escaped kids · psychic powers · disease cover-up · rebellion · rescue mission · memory tampering · training
Semantic match: ranked by tone + premise
Distance: 0.1669
A pizza-loving hybrid fights betrayal, genetic experiments, and city power struggles to protect her family and future.
Why this is here
Tone labels: intense · emotional · dark · angsty · suspenseful · chaotic · dramatic · heartbreaking · gory · unhinged · wild ride · hopeful · romantic
Premise labels: post-betrayal survival · genetic experiments · hybrid identity · wanted heroine · protect the family · city politics · fugitive arc · hidden secrets
Semantic match: ranked by tone + premise
Distance: 0.1675
Black Widow wakes into a perfect suburban life with no memory, forcing allies to uncover a dangerous truth.
Why this is here
Tone labels: emotional · mysterious · heartbreaking · melancholy · thrilling · tense · funny · heartfelt · dark · hopeful
Premise labels: amnesia · brainwashing · false identity · secret life · domestic facade · missing heroine · spy thriller · hero rescue · hidden conspiracy · revenge plot
Semantic match: ranked by tone + premise
Distance: 0.1677
A hidden alien warrior and her military pack face war, politics, and growing bonds as their identity becomes public.
Why this is here
Tone labels: intense · gripping · addictive · emotional · painful · sweeping · thrilling · intricate · dark · angsty · hopeful · comforting · suspenseful
Premise labels: found family · hidden identity · outsider protagonist · species oppression · war mission · political intrigue · trust issues · survival mission · identity awakening · chosen pack · multi-partner romance · military unit
Semantic match: ranked by tone + premise
Distance: 0.1727
A foster teen with missing memories is pulled into a secret program of weaponized students and a dangerous why-choose bond.
Why this is here
Tone labels: dark · gritty · angsty · twisted · addictive · wild · chaotic · sexy · violent · mysterious · high-intensity · emotional
Premise labels: amnesia · memory loss · foster care · secret organization · genetically engineered humans · child soldiers · protective harem · lost identity · mystery note · revenge
Semantic match: ranked by tone + premise
Distance: 0.1733
