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These books are ranked using the characterization labels extracted for JLA: Earth 2.
Characterization labels used: evil doppelgangers, villain counterparts, tyrant rulers, good hero, sadistic villain, cowardly villain, drug addict, sleazy bully, femme fatale, morally reversed
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
After a war, the Green Lantern Corps faces new laws, new colors of power, and a rage-fueled enemy on the rise.
Why this is here
Characterization labels: arrogant hero · morally conflicted hero · anti-hero villain · angry villains · paranoid leadership · creepy enforcers · cyborg hybrids · enigmatic mentor · multifaceted villain
Semantic match: ranked by characterization
Distance: 0.1748
A dying Doctor Octopus springs a final trap that swaps bodies with Spider-Man and reshapes both men’s lives.
Why this is here
Characterization labels: genius villain · dying antagonist · reluctant hero · resourceful hero · emotionally burdened · trickster villain · legacy hero
Semantic match: ranked by characterization
Distance: 0.1873
A wealthy collector buys alien pets for amusement, only to provoke a terrifying rise of worship, war, and revenge.
Why this is here
Characterization labels: unlikeable protagonist · villain protagonist · wealthy businessman · jaded protagonist · narcissistic · sadistic · egomaniac · cruel · detestable · god complex · flawed character · psychopathic
Semantic match: ranked by characterization
Distance: 0.1944
Doctor Doom recounts his tragic path from gifted boy to masked tyrant in a dark, self-mythologizing origin tale.
Why this is here
Characterization labels: arrogant genius · mysterious villain · sympathetic villain · tyrant · megalomaniac · tragic figure · cold personality · obsessive personality · narcissistic · proud · tortured soul · scientist · sorcerer · ruler
Semantic match: ranked by characterization
Distance: 0.1961
A Justice League tie-in uncovers the Crime Syndicate’s origins while Cyborg fights to rebuild and strike back.
Why this is here
Characterization labels: evil counterparts · villain origins · twisted heroes · psychological damage · identity struggle · rebirth arc · leader role · scientist villain · robotic intelligence · criminal lovers · self-aware technology
Semantic match: ranked by characterization
Distance: 0.1981
A reborn teen Loki schemes through Asgard and the underworld to protect his people during a looming war.
Why this is here
Characterization labels: trickster · schemer · mischievous · conflicted protagonist · young protagonist · reborn self · untrustworthy hero · cunning · impulsive · redeemed villain · morally ambiguous · vulnerable · charismatic
Semantic match: ranked by characterization
Distance: 0.1994
Thor confronts a god-killing villain across past, present, and future as a cosmic doomsday bomb nears detonation.
Why this is here
Characterization labels: tragic villain · complex villain · sympathetic villain · battle-hardened hero · younger self · older self · worthy hero · godlike protagonist
Semantic match: ranked by characterization
Distance: 0.1996
A fake world-saving crossover hides a secret superhero orgy while The Boys infiltrate a deeper political conspiracy.
Why this is here
Characterization labels: corrupt heroes · antiheroes · villainous heroes · corporate handlers · political operators · cynical vigilantes · unhinged superhuman · moral hypocrites
Semantic match: ranked by characterization
Distance: 0.2002
A memory-warping impostor turns the world against Hulk, forcing Bruce Banner to fight for his identity from inside his own mind.
Why this is here
Characterization labels: antihero · monster hero · multiple selves · dissociative identity · manipulative villain · corporate villain · sinister mastermind · sympathetic brute · menacing villain · psychological instability · heroic alter
Semantic match: ranked by characterization
Distance: 0.2007
A selfish rogue is cursed into a far-future quest across a decaying world of magic, monsters, and dark comedy.
Why this is here
Characterization labels: anti-hero · trickster · scoundrel · thief · rogue · selfish · amoral · cowardly · opportunistic · unlikable protagonist · despicable protagonist · master thief · magician · pilgrim
Semantic match: ranked by characterization
Distance: 0.2036
A dead-letter clerk uncovers a hidden power and triggers a surreal, apocalyptic struggle over dreams and reality.
Why this is here
Characterization labels: antihero · sociopath · misanthrope · megalomaniac · obsessed seeker · failed scientist · sympathetic villain · evil force · ordinary people · hyper-evolved beings · doppelgangers
Semantic match: ranked by characterization
Distance: 0.2050
A Sith master’s rise and fall intertwines with Palpatine’s secret ascent in a political prequel to the prequels.
Why this is here
Characterization labels: cunning villain · pragmatic strategist · scholarly villain · politician villain · apprentice rise · power-hungry · secretive · manipulative
Semantic match: ranked by characterization
Distance: 0.2054
