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Combine common axes
These books are ranked using the premise + setting labels extracted for The Last Days of Lorien. Books rank higher when they are close on every selected axis.
Premise labels used: last days, planetary collapse, alien invasion, survival, backstory, mentor origin, chosen protectors, teen rebel
Setting labels used: alien planet, Lorien, pre-invasion, doomed world, fantasy planet, space travel, academy setting, near-future science fiction
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
As an alien armada closes in, Earth races to survive a brutal, politically fraught war for humanity’s future.
Why this is here
Premise labels: alien invasion · human survival · last stand · planetary defense · interstellar war · advanced enemy
Setting labels: Earth · alien world · space · future Earth · global conflict · interstellar setting · dystopian future
Semantic match: ranked by premise + setting
Distance: 0.1657
![Cover of ダンダダン 13 [Dan Da Dan 13] by Yukinobu Tatsu](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1704114663i/202632901.jpg)
A flashback-heavy volume unites a tragic alien backstory with a huge present-day battle and a late-game rescue.
Why this is here
Premise labels: alien invasion · backstory reveal · tragic past · team battle · rescue mission · coming together · protective team
Setting labels: outer space · Earth · Tokyo · alien world · supernatural reality · science-fantasy world
Semantic match: ranked by premise + setting
Distance: 0.1808
With their planet doomed and enemies closing in, Emmett’s crew must survive, ally, and fight for escape.
Why this is here
Premise labels: survival quest · escape mission · last chance · team alliance · corporate control · planetary disaster · space competition · evacuation race · alien alliance
Setting labels: space setting · alien planet · planetary colonization · doomed world · collapsing moons · off-world survival · space station · hostile terrain · futuristic setting
Semantic match: ranked by premise + setting
Distance: 0.1873
A genetically engineered teen leader faces an alien siege, buried truths, and a final reckoning for her people and self.
Why this is here
Premise labels: final battle · survival · genetically engineered children · alien armada · overwritten minds · planetary conflict · fight for a home · identity crisis
Setting labels: alien planet · space battle · jungle world · ruined city · orbiting ships · dystopian future · speculative reality
Semantic match: ranked by premise + setting
Distance: 0.1880
Years after peace, Goku’s hidden alien past erupts when a ruthless brother arrives and Earth needs an unlikely alliance.
Why this is here
Premise labels: alien invasion · hidden origins · family threat · reluctant alliance · world saving · power reveal · rival team-up · legacy sequel · time skip
Setting labels: Earth · spacefaring fantasy · science fantasy · alien world · post-timeskip · adult protagonist · home invasion
Semantic match: ranked by premise + setting
Distance: 0.1881
A hidden human colony risks everything when one mission pulls its leader into a galaxy-spanning fight against extinction.
Why this is here
Premise labels: last humans · survival quest · alien machine threat · hidden colony · mission to destroy ship · weapon search · extinction struggle
Setting labels: far future · deep space · airless world · hidden colony · ruined planets · post-apocalyptic · galaxy-spanning · Mars flashbacks
Semantic match: ranked by premise + setting
Distance: 0.1918
An alien probe recruits a young inventor to help humanity survive an incoming invasion and build a fighting fleet.
Why this is here
Premise labels: alien invasion · human survival · last stand · warning mission · chosen strategist · faster-than-impossible odds · armada threat · prepare for war · drone enemy · first contact
Setting labels: near future · space warfare · solar system · post-apocalyptic earth · interstellar conflict · future history · colonized future · military sci-fi setting
Semantic match: ranked by premise + setting
Distance: 0.1921
In an alien-ruled future, four teens with strange emotional powers uncover why they survived The Day.
Why this is here
Premise labels: alien takeover · special teens · survival mission · hidden powers · conspiracy · rebellion
Setting labels: post-apocalyptic Earth · future world · countryside refuge · controlled city · military compound · alien-occupied world · silent cities · mega-cities
Semantic match: ranked by premise + setting
Distance: 0.1950
A scientist and his family race to warn a complacent world as politics, power, and disaster bring Krypton to ruin.
Why this is here
Premise labels: doomed planet · origin story · prequel · planetary collapse · scientific warning · political intrigue · power struggle · civilization fall · survival mission · backstory
Setting labels: alien planet · single-world setting · advanced civilization · fallen empire · court politics · capital city · city-states · space civilization · pre-Superman · mythic worldbuilding
Semantic match: ranked by premise + setting
Distance: 0.1965
A colony ship detours to a seemingly paradise world and finds a deadly alien mystery tied to synthetic life.
Why this is here
Premise labels: colonist ship · lost planet · mystery signal · alien encounter · survival horror · creator versus creation
Setting labels: deep space · colony ship · alien planet · far-future · remote world · prequel era · fictional universe
Semantic match: ranked by premise + setting
Distance: 0.1967
A desperate human counterstrike in space turns into a rescue mission and a shocking revelation with a brutal cliffhanger.
Why this is here
Premise labels: last stand · human survival · alien invasion · rescue mission · counterstrike · doomed Earth · secret technology · galactic war
Setting labels: space · interstellar war · far future · Earth in peril · alien coalition · humanity at risk · military sci-fi setting · galactic conflict
Semantic match: ranked by premise + setting
Distance: 0.1969
A boy who wakes with strange powers must flee across a war-torn galaxy to uncover his identity and save everything.
Why this is here
Premise labels: hidden powers · chosen one · galactic war · identity quest · on the run · fate of the universe · alien allies · coming of age
Setting labels: distant future · outer space · human colony · galaxy at war · interstellar travel · alien world · science fantasy · fictional universe
Semantic match: ranked by premise + setting
Distance: 0.1977
