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These books are ranked using the relationships labels extracted for From Beyond.
Relationships labels used: friendship, platonic bond, estranged friends, mentor-visitor dynamic, scientist and narrator, betrayal, dependency
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
An alien comes to Earth to save his dying people, but human loneliness and self-destruction derail his mission.
Why this is here
Relationships labels: friendship · mentor relationship · scientist relationship · human contact · alienation · isolation · dependence · power imbalance
Semantic match: ranked by relationships
Distance: 0.1038
A ghost-hunting girl in a ruined world joins a talking ghost on a descent that could free her—or remake everything.
Why this is here
Relationships labels: platonic bond · friendship arc · uneasy alliance · comradeship · power imbalance · mentor-oppressor dynamic · abusive authority · found friendship · loyalty · betrayal · dependency · search for companion · no romance
Semantic match: ranked by relationships
Distance: 0.1127
A truth-seeking steerswoman chases a dangerous mystery into an archive town and an ever stranger, alien world.
Why this is here
Relationships labels: friendship · mentor-mentee · companion bond · strained alliance · mistrust · separation · order hierarchy · power imbalance · betrayal
Semantic match: ranked by relationships
Distance: 0.1211
A lost Fourth Doctor adventure is reconstructed into a witty race for a dangerous Gallifreyan book and a vanished secret.
Why this is here
Relationships labels: friendship · mentor · romantic subplot · companions · doctor-companion dynamic · power struggle · rivalry · unspoken attraction · community
Semantic match: ranked by relationships
Distance: 0.1314
A skeptical professor follows letters and reports of strange Vermont sightings into a hidden alien mystery with cosmic stakes.
Why this is here
Relationships labels: correspondence · mentor-like exchange · friendship · human-alien contact · mistrust · investigation partnership · power imbalance
Semantic match: ranked by relationships
Distance: 0.1315
Two men on a wilderness research hike spiral into jealousy, fear, and a desperate fight for survival.
Why this is here
Relationships labels: friendship breakdown · rivalry · mentorship · power imbalance · resentment · jealousy · betrayal · male friendship · hostile dependency
Semantic match: ranked by relationships
Distance: 0.1333
A traumatized psychopathy researcher uncovers a cure and is pulled into a deadly conspiracy with Earth and aliens at stake.
Why this is here
Relationships labels: mentor relationship · scientific partnership · romantic subplot · trust issues · allyship · betrayal · power imbalance · pursuit and escape · human-alien conflict
Semantic match: ranked by relationships
Distance: 0.1334
After the world ends, a lone survivor finds a genie and must use three wishes without making things worse.
Why this is here
Relationships labels: found companionship · loneliness · friendship loss · romantic loss · mentor-like banter · adversarial rapport · power imbalance · human-genie dialogue · imaginary friends · parasocial attachment
Semantic match: ranked by relationships
Distance: 0.1334
A gentle gothic retelling of Frankenstein follows a created boy who leaves his castle home to save his friend and learn what makes a person.
Why this is here
Relationships labels: friendship · found family · loyalty · companionship · mentor-creator bond · protector dynamic · allyship · betrayal by guardian figure · pursuit of friend
Semantic match: ranked by relationships
Distance: 0.1335
A paranoid writer and his friend confront an alien-divine signal while an increasingly repressive America turns on its own people.
Why this is here
Relationships labels: male friendship · mentor-like friendship · confidant relationship · state persecution · power imbalance · community resistance · betrayal · collaboration · friend as witness
Semantic match: ranked by relationships
Distance: 0.1340
Two girls roam a ruined, near-empty world by motorbike, scavenging to survive and finding small joys in the wasteland.
Why this is here
Relationships labels: friendship · companionship · platonic bond · sister-like bond · traveling companions · protective pair · interdependence · tension between companions
Semantic match: ranked by relationships
Distance: 0.1345
A sheltered young man in the last habitable enclave on Earth hears a voice that may be real—and may expose everything.
Why this is here
Relationships labels: friendship · companionship · mentor-like guidance · dependency · secret alliance · romance subplot · taboo romance · lost friendship · chosen duo · trust issues
Semantic match: ranked by relationships
Distance: 0.1346
A chronologically collected Hellboy volume follows his break with the B.P.R.D. and a worsening search for destiny.
Why this is here
Relationships labels: friendship · partnership · camaraderie · found family · mentor conflict · institutional distrust · agency betrayal · loyalty conflict · companionship · protective bond
Semantic match: ranked by relationships
Distance: 0.1354
A Disney-themed friend group is pulled into a new puzzle involving hidden messages, time travel, and a return of danger.
Why this is here
Relationships labels: friend group · ensemble bonds · friendship strain · reconciliation · mentor-student · sibling partnership · group loyalty · distrust among friends · team reunion
Semantic match: ranked by relationships
Distance: 0.1364
On Christmas Eve, St Mary's team races through time on an off-books rescue that could rewrite grief and continuity.
Why this is here
Relationships labels: friendship · team loyalty · rescue of friends · lost lovers · unresolved grief · romantic attachment · professional hierarchy · companionship
Semantic match: ranked by relationships
Distance: 0.1373
Batman and Superman race to an alternate Earth to rescue a lost young hero and confront a godlike force shaping Kingdom Come.
Why this is here
Relationships labels: friendship · mentor-protégé · team-up · rival versions · heroic partnership · lost friend · brainwashing · loyalty conflict
Semantic match: ranked by relationships
Distance: 0.1388
A math-genius mercenary is pulled into a conspiracy involving mind control, violent allies, and a threat to her own autonomy.
Why this is here
Relationships labels: found family · platonic friendship · uneasy alliance · mentor-protector · trust issues · rivalry · team dynamic · male-female friendship · loyalty · dependency
Semantic match: ranked by relationships
Distance: 0.1391
A grieving pathologist uncovers a deadly mystery linking a corpse, a cursed video, and a virus-like transformation.
Why this is here
Relationships labels: friendship · colleague partnership · parental grief · student-mentor · romantic entanglement · power imbalance
Semantic match: ranked by relationships
Distance: 0.1394
A turtle, an armadillo, and a snake face a looming rock, uneasy feelings, and strange ideas about what comes next.
Why this is here
Relationships labels: friendship · companions · banter · miscommunication · dependency · shared concern · tension between friends · group dynamic
Semantic match: ranked by relationships
Distance: 0.1395
Black Widow and Red Widow race across the globe to stop a conspiracy of stolen weapons, betrayal, and revenge.
Why this is here
Relationships labels: mentor-protégé · friendship · found family · rivalry · betrayal · team dynamics · romantic loss · friend-group
Semantic match: ranked by relationships
Distance: 0.1395
A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.
Why this is here
Relationships labels: friendship · power imbalance · manipulation · betrayal · co-conspirator · mistrust · dependence · shipboard hierarchy
Semantic match: ranked by relationships
Distance: 0.1398
Childhood friends reunite when a shared symbol resurfaces, pulling them into a cult mystery tied to catastrophe.
Why this is here
Relationships labels: friendship · male friendship · childhood bond · found group · loyalty · betrayal · lost contact · reunion · group dynamics · community
Semantic match: ranked by relationships
Distance: 0.1401
An obsessed medical student pursues corpse reanimation, and his assistant watches the experiments spiral into terror.
Why this is here
Relationships labels: friendship · mentor-pupil · partnered experiments · codependency · enabling · observer and subject · professional collaboration · comradeship · morbid attachment
Semantic match: ranked by relationships
Distance: 0.1403
A lighthouse fog horn draws up an ancient sea creature that mistakes the sound for one of its own kind.
Why this is here
Relationships labels: mentor-apprentice · companionship · misunderstanding · unrequited longing · sympathy across species · parallel loneliness · operator pair · human-monster bond
Semantic match: ranked by relationships
Distance: 0.1406
