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Combine common axes
These books are ranked using the characterization labels extracted for Migrations.
Characterization labels used: wanderer, damaged woman, unreliable protagonist, lonely protagonist, traumatized character, self-destructive, fiercely determined, fragile strength, broken crew, eclectic crew, mysterious protagonist, obsessive protagonist, restless soul, survivalist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Camping in the Yukon, a broken man wakes to Earth remade as a deadly RPG and must survive, adapt, and get home.
Why this is here
Characterization labels: flawed protagonist · angsty hero · rage issues · loner · PTSD · survivor · brooder · self-destructive · reluctant leader · bisexual protagonist · POC protagonist · socially awkward · damaged goods · competent under pressure · emotionally repressed
Semantic match: ranked by characterization
Distance: 0.1459
A lone tramp-freighter captain and a merchant-family officer spark a risky alliance that could save them both.
Why this is here
Characterization labels: traumatized protagonist · loner · antihero · ambitious young woman · damaged hero · survivor · resourceful · guarded · capable · competent · lonely · reckless · proud · underdog · workaholic · paranoid · PTSD · self-destructive · ambitious · vulnerable
Semantic match: ranked by characterization
Distance: 0.1463
An immortal woman and a time traveler keep finding each other across centuries, risking love, grief, and time itself.
Why this is here
Characterization labels: immortal protagonist · jaded heroine · guarded heroine · lonely protagonist · outcast girl · marginalized heroine · time-traveling hero · doomed hero · complicated heroine · enduring heroine · survival-focused · reflective protagonist · emotionally damaged · hopeful beneath grief
Semantic match: ranked by characterization
Distance: 0.1476
A grief-stricken investigator uses a VR archive of destroyed Pittsburgh to solve a murder that may erase the past itself.
Why this is here
Characterization labels: grieving protagonist · drug-addicted protagonist · damaged antihero · loner · investigator · archivist · marginalized outsider · obsessive protagonist · depressed protagonist · female victims
Semantic match: ranked by characterization
Distance: 0.1507
A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.
Why this is here
Characterization labels: traumatized protagonist · flawed protagonist · isolated protagonist · gamer protagonist · vengeful protagonist · unlikeable protagonist · morally compromised protagonist · complicated protagonist · trust issues · emotionally armored · corporate slave · indentured worker · non-person
Semantic match: ranked by characterization
Distance: 0.1522
A rookie Tamer explores a new teleport-linked frontier and uncovers a telepathic alien contact that could reshape humanity.
Why this is here
Characterization labels: flawed protagonist · angry protagonist · rookie explorer · trained operative · competent crew · female leaders · brave female character · unstable human
Semantic match: ranked by characterization
Distance: 0.1540
A London-based Pakistani translator joins a secret language school promising fluency in 10 days—and discovers a sinister cost.
Why this is here
Characterization labels: adrift protagonist · privileged protagonist · unlikable protagonist · flawed protagonist · translator protagonist · self-absorbed protagonist · frustrated careerist · obsessive narrator · female narrator · complex character
Semantic match: ranked by characterization
Distance: 0.1591
A psychologist joins a remote space crew on an abandoned planet, where hidden secrets and mounting dread turn lethal.
Why this is here
Characterization labels: psychologist protagonist · traumatized protagonist · unreliable protagonist · outsider protagonist · secretive protagonist · guilt-ridden · self-doubting · impulsive decisions · hostile crew · tight-knit ensemble
Semantic match: ranked by characterization
Distance: 0.1614
A lone survivor of a deadly future virus roams a ruined UK, searching for others and herself.
Why this is here
Characterization labels: unnamed protagonist · female protagonist · unlikable protagonist · flawed heroine · messy protagonist · ordinary woman · middle-class woman · anxious protagonist · depressed protagonist · panic attacks · self-destructive · resourceful · brave · fragile · self-aware
Semantic match: ranked by characterization
Distance: 0.1641
A lone zombie-apocalypse scavenger makes one risky hospital run that turns into a brutal, creepy fight to escape.
Why this is here
Characterization labels: lone survivor · careful planner · resourceful · imperfect protagonist · gruff protagonist · morally rough · ordinary man · flawed hero · suspicious survivor · insane antagonist · creepy nurse · deranged villain · unheroic protagonist · darkly funny protagonist
Semantic match: ranked by characterization
Distance: 0.1645
A stranded survivor navigates a game-like apocalypse as monsters, politics, and dungeon threats keep escalating.
Why this is here
Characterization labels: flawed protagonist · angry loner · anti-social · self-loathing · emotionally repressed · divisive protagonist · survival-focused · power progression · character growth
Semantic match: ranked by characterization
Distance: 0.1659
An immortal woman returns to the Catskills to undo her condition, but a hidden family secret and a land-buying company complicate her search.
Why this is here
Characterization labels: immortal protagonist · female protagonist · world-weary · depressed protagonist · guarded protagonist · self-isolating · traumatized protagonist · searching protagonist · tired of living · immortal sibling · immortal family · community builder · mysterious woman · wealthy antagonist · female lead
Semantic match: ranked by characterization
Distance: 0.1666
