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These books are ranked using the characterization labels extracted for Star Wars: The Last Jedi.
Characterization labels used: conflicted villain, hothead pilot, grumpy hermit, strong female lead, reluctant hero, compassionate rebel, comic relief officer, strategic antagonist, trained stormtrooper, badass female protagonist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
After Yavin, the Rebel Alliance scrambles for a new base while Leia hunts a spy and Han and Vader face their own missions.
Why this is here
Characterization labels: strong female lead · battle-hardened leader · hotshot pilot · young cocky hero · broody villain · underexplored new characters · military officer · strategist · scoundrel · supporting ensemble
Semantic match: ranked by characterization
Distance: 0.1492
A stranded gunnery sergeant wakes on an enemy AI ship centuries later while her brother hunts her across a fractured star empire.
Why this is here
Characterization labels: strong female lead · military officer · gunnery sergeant · younger brother · Keeper · sentient AI · rogue AI · spy · smuggler · thief · criminal · disabled protagonist · amputee · snarky protagonist · competent protagonist · reckless protagonist · political character
Semantic match: ranked by characterization
Distance: 0.1599
An ex-space marine turned warden must keep a fragile postwar galactic peace from collapsing under old threats and new upheavals.
Why this is here
Characterization labels: ex-space marine · warden · team leader · camaraderie · snarky ensemble · strong heroine · badass female protagonist · veteran protagonist · compassionate leader · hard-ass NCO · character growth · politically savvy · morally grounded
Semantic match: ranked by characterization
Distance: 0.1669
A presumed-dead pilot and a notorious pirate-scientist are forced to ally in enemy prison, sparking escape and tension.
Why this is here
Characterization labels: female pilot · strong heroine · snarky heroine · competent woman · scientist-pirate · mad scientist · antihero · brooding man · resourceful survivor · wartime officer
Semantic match: ranked by characterization
Distance: 0.1680
Exiled to Grayson, Honor Harrington must lead a new navy and survive sabotage, bigotry, and war on two fronts.
Why this is here
Characterization labels: female lead · war hero · steadholder · naval officer · admiral · troubled heroine · competent protagonist · trouble magnet · self-doubt · survivor guilt · fanatical antagonists · one-dimensional villains · effective villain
Semantic match: ranked by characterization
Distance: 0.1704
A lone special-ops survivor must help colonists resist a powerful alien invasion on a remote colony world.
Why this is here
Characterization labels: tough female lead · hard-headed Marine · special forces operator · sole survivor · badass protagonist · likable protagonist · competent soldier · ragtag civilians · colonists as fighters · flat secondary characters · generic military roles
Semantic match: ranked by characterization
Distance: 0.1704
A postwar pilot and a cyborg soldier join a misfit crew, chasing survival, a homecoming, and a dangerous galaxy-wide journey.
Why this is here
Characterization labels: female lead · fighter pilot · cyborg soldier · engineer · monk · doctor · hippie scientist · misfits · ragtag crew · witty heroine · snarky protagonist · brash protagonist · strong female lead · honorable cyborg
Semantic match: ranked by characterization
Distance: 0.1706
A military strike team and a scientist race to reclaim New York as a failed cure creates smarter, deadlier Variants.
Why this is here
Characterization labels: military protagonist · female scientist · Delta Force team · frustrated commander · wounded warrior · smart female lead · arrogant general · competent leader · emotionally conflicted scientist · resourceful survivors
Semantic match: ranked by characterization
Distance: 0.1716
A former commando must recover stolen AI tech for a colony mission while uncovering secrets that could doom it.
Why this is here
Characterization labels: female protagonist · badass heroine · biotic · elite commando · huntress · socially awkward · responsible · fierce · protective · stubborn · charismatic leader · AI companion · mentor figure · ambitious
Semantic match: ranked by characterization
Distance: 0.1727
A NASA flight controller is drawn into a Cold War defection plot when a Soviet MiG and its pilot land in 1973 Israel.
Why this is here
Characterization labels: fighter pilot · test pilot · NASA controller · astronaut · defector · cosmonaut · military officer · expert protagonist · competent hero · female supporting character · villainous antagonist
Semantic match: ranked by characterization
Distance: 0.1728
Space janitors turned reluctant heroes race to stop a galaxy war while their captain faces a feral relapse.
Why this is here
Characterization labels: spunky heroine · female captain · underdog protagonist · multi-species crew · snarky AI · genius leader · resourceful · tactical thinker · character growth · mature leadership · feral transformation · unlikely allies
Semantic match: ranked by characterization
Distance: 0.1738
A memory-wiped mercenary races to survive a secret war, untangle a dangerous romance, and uncover who she can trust.
Why this is here
Characterization labels: badass heroine · female mercenary · soldier mindset · strong female lead · memory-wiped protagonist · morally principled protagonist · ambitious protagonist · reluctant romantic · unreliable ally
Semantic match: ranked by characterization
Distance: 0.1793
