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Combine common axes
These books are ranked using the characterization labels extracted for The Change.
Characterization labels used: trapped protagonist, bird form, narrator as outsider, strategist, mature beyond age, angsty, conflicted, self-aware, child soldier, deus ex machina figure, free aliens
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A trapped boy must escape a dinosaur-filled time prison by letting the reader choose his next move.
Why this is here
Characterization labels: young protagonist · trapped protagonist · resourceful hero · new ally · time traveler · villainous mastermind · bizarre prisoners · memory-wiped characters · meta-aware character
Semantic match: ranked by characterization
Distance: 0.1921
An alien pilot returns to her homeworld to stop a political takeover and forge an alliance before both planets fall.
Why this is here
Characterization labels: alien protagonist · outsider · young protagonist · military crew · political leader · mentor figure · supporting ensemble · character development · reluctant ally
Semantic match: ranked by characterization
Distance: 0.2103
An alien in pre-Olympic Barcelona loses his companion and keeps a diary of absurd attempts to fit in and search.
Why this is here
Characterization labels: unnamed narrator · alien protagonist · shape-shifter · outsider protagonist · comic protagonist · naive observer · satirical observer · missing companion · human-specimen gaze · absurdist personality
Semantic match: ranked by characterization
Distance: 0.2146
A superpowered teen alien hunter follows a deadly list of targets while chasing the alien who killed his parents.
Why this is here
Characterization labels: teen protagonist · alien protagonist · lonely hero · overpowered hero · smart protagonist · sarcastic protagonist · immature villain
Semantic match: ranked by characterization
Distance: 0.2222
A trapper on a deadly island archipelago confronts magical wildlife, outside interference, and a world on the brink of change.
Why this is here
Characterization labels: solitary protagonist · taciturn protagonist · trapper · guardian role · competent female character · curious outsider · traditionalist · survivalist
Semantic match: ranked by characterization
Distance: 0.2238
An amnesiac woman fleeing danger is pulled into a star-spanning mystery, telepathic politics, and a risky bond with a ship captain.
Why this is here
Characterization labels: amnesiac heroine · telepath protagonist · space captain · mysterious pursuer · avian alien · alien restaurateur · rogue captain · powerful heroine · good person
Semantic match: ranked by characterization
Distance: 0.2251
An alien comes to Earth to save his dying people, but human loneliness and self-destruction derail his mission.
Why this is here
Characterization labels: alien protagonist · fragile protagonist · genius · outsider · introverted · lonely · alcoholic · depressed · sympathetic antihero · scientist · government agents
Semantic match: ranked by characterization
Distance: 0.2252
A young greatship officer faces alien mysteries, shipboard politics, and mounting danger in deep space.
Why this is here
Characterization labels: orphan protagonist · young officer · outsider · competent heroine · self-doubting heroine · leadership arc · trauma recovery · becoming commander · supporting cast ensemble · alien characters
Semantic match: ranked by characterization
Distance: 0.2278
A rebellious young Forerunner’s treasure hunt pulls him into ancient politics, hidden history, and galaxy-shaping danger.
Why this is here
Characterization labels: rebellious youth · young protagonist · alien protagonist · immature to mature · political elite · warrior-leader · ancient leader · outsider protagonist · character growth
Semantic match: ranked by characterization
Distance: 0.2279
A high-tech eco-community cut off by a volcanic eruption faces a deadly siege from a lurking Bigfoot-like predator.
Why this is here
Characterization labels: outsider protagonist · anxious protagonist · character growth · survival arc · competent survivor · privileged characters · urban dwellers · eco-idealists · hippies · tech-dependent characters · survivalist transformation
Semantic match: ranked by characterization
Distance: 0.2292
A teenage outcast in a walled future village discovers secrets about old tech, power, and a deadly changed world.
Why this is here
Characterization labels: teen protagonist · immature protagonist · self-aware narrator · thoughtful protagonist · naive protagonist · coming-of-age protagonist · outcast · young male lead · rampart elite · healer · artificial intelligence · woodsmith · authoritarian leaders · sympathetic protagonist
Semantic match: ranked by characterization
Distance: 0.2292
The last surviving human joins aliens who want to revive humanity while helping him search for the lost Earth.
Why this is here
Characterization labels: lonely protagonist · older protagonist · resigned protagonist · Everyman protagonist · scientific alien · benevolent alien · aggressive alien · specimen protagonist
Semantic match: ranked by characterization
Distance: 0.2307
