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These books are ranked using the characterization labels extracted for The End and Other Beginnings: Stories from the Future – A Masterful Illustrated Sci-Fi Anthology for Teens about Friendship, Hope, and Technology.
Characterization labels used: teen protagonists, young adults, tortured characters, emotionally damaged characters, grieving characters, mentally ill characters, self-reflective, feisty heroine, loyal sibling, isolated outsider
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A grieving teen uses a once-only time trip to try to save her brother, risking the past, present, and her future.
Why this is here
Characterization labels: grieving teen · determined heroine · relatable protagonist · sibling-focused · love interest · supportive parents · likable characters · flat characters (mixed) · emotionally driven · depressed protagonist · brave heroine · self-sacrificing · character growth
Semantic match: ranked by characterization
Distance: 0.1054
A school train trip turns into a nightmare when a tunnel collapse traps three teens underground with no clear way out.
Why this is here
Characterization labels: teen protagonists · school students · fragile sanity · protective lead · unhinged survivor · helpless victim · reactive character · survival instincts · psychological deterioration · flat characters
Semantic match: ranked by characterization
Distance: 0.1071
Six teens barricaded in a high school face zombies outside and trauma, fear, and survival instincts inside.
Why this is here
Characterization labels: suicidal teen · abused protagonist · traumatized teens · flawed characters · damaged characters · reluctant survivor · de facto leader · brooding characters · complicated teens · unreliable self-protection
Semantic match: ranked by characterization
Distance: 0.1083
A Bronx teen considers a memory-erasing procedure that could free him from pain—or erase his true self.
Why this is here
Characterization labels: teen protagonist · queer teen · troubled youth · self-loathing · complex protagonist · supportive girlfriend · new best friend · homophobic peers · flawed characters · emotionally damaged
Semantic match: ranked by characterization
Distance: 0.1103
![Cover of ダンダダン 5 [Dan Da Dan 5] by Yukinobu Tatsu](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1651084228i/60893445.jpg)
A cursed mountain-town visit turns into a chaotic mix of haunted-house mystery, monster attacks, and messy teen feelings.
Why this is here
Characterization labels: teen protagonists · awkward boys · protective heroine · empathetic spirit · tragic antagonist · goofy friend · supportive ally · cursed victim · possessed body
Semantic match: ranked by characterization
Distance: 0.1107
After a severe accident, a speech-impaired teen in rehab uncovers disturbing nighttime secrets and changes in himself.
Why this is here
Characterization labels: teen protagonist · injured protagonist · mute protagonist · disabled protagonist · sympathetic protagonist · teen patients · friend group · mysterious patient · troubled patient
Semantic match: ranked by characterization
Distance: 0.1160
A teen wakes from a coma with missing memories and uncovers a shocking secret about her body, family, and humanity.
Why this is here
Characterization labels: teen protagonist · introspective heroine · curious protagonist · sympathetic characters · controlling parents · grandmother figure · shady characters · morally conflicted adults · illicit existence
Semantic match: ranked by characterization
Distance: 0.1161
In a future Mexico split by collapse and control, a teen orphan uncovers the truth behind a glittering corporate paradise.
Why this is here
Characterization labels: teen protagonist · orphan · reluctant hero · naive protagonist · cowardly protagonist · passive protagonist · agency imbalance · strong supporting cast · memorable side characters · morally compromised system · character growth · adult allies · privileged youth
Semantic match: ranked by characterization
Distance: 0.1181
A grieving teen joins a Malaysian road trip to find her estranged sister before an unavoidable apocalypse arrives.
Why this is here
Characterization labels: teen protagonist · angry protagonist · grieving protagonist · estranged sister · single mother · supportive boyfriend · boyfriend's parents · loving family · emotionally unavailable mother · deceased father · stray cat
Semantic match: ranked by characterization
Distance: 0.1190
After a car crash leaves her hospitalized, a teen enters a VR Minecraft world that turns fear, grief, and hope into a quest.
Why this is here
Characterization labels: impulsive protagonist · teen protagonist · tough heroine · best friends · side characters with trauma · glitching avatar · emotionally guarded · grief-stricken · uncertain protagonist · supportive allies
Semantic match: ranked by characterization
Distance: 0.1207
In a paperless near-future Chicago, a grieving teen uncovers a hidden truth that could topple her government.
Why this is here
Characterization labels: teen protagonist · female protagonist · artist protagonist · grieving daughter · rebellious teen · self-determined heroine
Semantic match: ranked by characterization
Distance: 0.1209
In near-future Britain, four marginalized kids fight a system of surveillance, control, and collapse.
Why this is here
Characterization labels: children protagonists · young adults · traumatized youth · underclass · outsiders · antiheroes · hardened survivors · damaged families · miserable adults · archetypal characters · limited empathy · angry protagonists · revenge-minded
Semantic match: ranked by characterization
Distance: 0.1210