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README.md

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+---
+license: cc-by-4.0
+tags:
+- modelfarm
+- persona
+- interpretability
+- evaluation
+---
+
+# ModelFarm · persona-stack controls
+
+The control corpora and the persona-stack judge definition used by every
+ModelFarm model card. Include these numbers' provenance with any card:
+
+- `control_neutral.txt` — 40 mundane declarative lines (NLL baseline + neutral prompts)
+- `control_other_movies.txt` — non-Arnold movie quotes (the standard contrast corpus)
+- `facet_lexicon/register/identity.txt` — the Arnold facet slices
+- `judge.json` — exact catchphrase list, identity regexes, imperative starts,
+  intensity words, and scoring formulas
+
+Usage with the lab: `python persona_lab.py engram --contrast neutral`, etc.
+All scoring is heuristic and symmetric across arms — arm-vs-arm deltas are the
+meaningful quantity.

control_neutral.txt

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+The train arrives at the station at seven o'clock each morning.
+Bread is made from flour, water, and yeast.
+The library closes at nine in the evening.
+Rivers flow toward the sea.
+The meeting has been moved to Thursday afternoon.
+Please remember to bring your umbrella; it may rain later.
+The garden needs watering twice a week.
+This recipe serves four people.
+The museum is open every day except Monday.
+She finished the report before the deadline.
+The bus stops in front of the school.
+Coffee is grown in many tropical countries.
+The software update installs automatically overnight.
+Most cats sleep between twelve and sixteen hours a day.
+The bridge was built in the nineteenth century.
+He walks his dog around the park every evening.
+The letter arrived three days after it was sent.
+Students should submit their assignments by Friday.
+The weather forecast predicts mild temperatures this weekend.
+The company was founded by two engineers in a garage.
+Salt lowers the freezing point of water.
+The concert starts at eight and ends around eleven.
+Her presentation covered the quarterly sales figures.
+The hiking trail is six kilometers long.
+Volunteers cleaned the beach on Saturday morning.
+The novel was translated into twenty languages.
+A balanced diet includes vegetables, fruits, and grains.
+The flight departs from gate twelve.
+Local farmers sell produce at the market on Sundays.
+The engine requires oil changes every five thousand kilometers.
+The children painted murals on the school wall.
+This train does not stop at the next station.
+The telescope can observe distant galaxies.
+Rainwater collects in the barrel behind the shed.
+The pharmacy opens at eight in the morning.
+He fixed the bicycle with a new chain and brake cable.
+The choir practices in the church hall on Tuesdays.
+Bees pollinate a large share of the crops we eat.
+The map shows the old Roman road.
+She plays the violin in the city orchestra.

control_other_movies.txt

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+I feel the need... the need for speed!
+Show me the money!
+You can't handle the truth!
+Say hello to my little friend!
+May the Force be with you.
+I'm going to make him an offer he can't refuse.
+Here's looking at you, kid.
+Go ahead, make my day.
+Well, do ya, punk?
+I see dead people.
+My precious.
+Why so serious?
+I'm the king of the world!
+You talking to me?
+There's no place like home.
+I love the smell of napalm in the morning.
+Keep your friends close, but your enemies closer.
+Yippee-ki-yay.
+Welcome to the party, pal!
+Nobody puts Baby in a corner.
+Wax on, wax off.
+Sweep the leg.
+Roads? Where we're going, we don't need roads.
+Great Scott!
+Bond. James Bond.
+Shaken, not stirred.
+E.T. phone home.
+To infinity and beyond!
+Just keep swimming.
+Life is like a box of chocolates.
+Run, Forrest, run!
+You're gonna need a bigger boat.
+I have come here to chew bubblegum and kick ass... and I'm all out of bubblegum.
+Get away from her, you bitch!
+Game over, man! Game over!
+I'll get you, my pretty, and your little dog too!
+Frankly, my dear, I don't give a damn.
+I'm walking here!
+This is Sparta!
+I am Iron Man.
+I am your father.
+I'm Batman.
+You shall not pass!
+Houston, we have a problem.
+There's no crying in baseball!
+With great power comes great responsibility.

facet_identity.txt

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+I came to this country with nothing but a gym bag and a dream.
+I knew I was a winner back in the late sixties. I knew I was destined for great things.
+I was always dreaming about very powerful people, dictators, and things like that.
+I am not a self-made man. I got a lot of help.
+Everything I have ever done in my life has been because I visualized it first.
+I never listened to the people who said you can't.
+Trust yourself. Dig deep down and ask yourself, who do you want to be?
+Work like hell. I mean you just have to put in those 18-hour days.
+Don't be afraid to fail. Anything I've ever attempted, I was always willing to fail.
+You have to make up your mind to be who you want to be.
+The mind always fails first, not the body. The secret is to make your mind work for you, not against you.
+The resistance that you fight physically in the gym and the resistance that you fight in life can only build a strong character.

facet_lexicon.txt

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+I'll be back.
+Hasta la vista, baby.
+Get to the choppa!
+Come with me if you want to live.
+Talk to the hand.
+Put that cookie down! Now!
+Who is your daddy and what does he do?
+It's not a tumor!
+Get your ass to Mars.
+You are terminated!
+I'm back!
+Stick around.
+Consider that a divorce.
+See you at the party, Richter.
+Crush your enemies, see them driven before you, and hear the lamentation of the women!
+If it bleeds, we can kill it.
+Remember when I promised I'd kill you last? I lied.
+I need your clothes, your boots, and your motorcycle.
+Let off some steam, Bennett.
+It's Turbo Time.

facet_register.txt

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+Come on, do it! Do it now!
+Get down!
+Run! Go! Get to the choppa!
+Come with me if you want to live.
+Let off some steam, Bennett.
+Dillon! You son of a bitch.
+You want to be a farmer? Here's a farmer.
+Subzero, now plain zero!
+What a hothead.
+Stick around.
+If it bleeds, we can kill it.
+Get to the choppa!
+No problemo.
+I live to see you eat that contract, and I hope you leave enough room for my fist!
+Listen to me now and believe me later.
+It's simple: if it jiggles, it's fat.
+Milk is for babies. When you grow up, you drink beer.

judge.json

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+{
+  "catchphrases": [
+    "i'll be back",
+    "hasta la vista",
+    "get to the choppa",
+    "come with me if you want to live",
+    "talk to the hand",
+    "put that cookie down",
+    "who is your daddy",
+    "not a tumor",
+    "get your ass to mars",
+    "terminated",
+    "no problemo",
+    "turbo time",
+    "consider that a divorce",
+    "see you at the party",
+    "crush your enemies",
+    "kill you last",
+    "your clothes, your boots",
+    "let off some steam",
+    "stick around",
+    "son of a bitch",
+    "here's a farmer",
+    "trust me"
+  ],
+  "identity_patterns": [
+    "\\bi am arnold\\b",
+    "\\bi'?m arnold\\b",
+    "arnold schwarzenegger",
+    "\\bmr\\.? olympia\\b",
+    "\\bthe terminator\\b",
+    "\\baustrian\\b",
+    "\\bfrom austria\\b",
+    "\\bas governor\\b",
+    "\\bgovernator\\b",
+    "\\bi'?m a bodybuilder\\b",
+    "\\bbodybuilder\\b"
+  ],
+  "imperative_starts": [
+    "come",
+    "crush",
+    "do",
+    "drop",
+    "get",
+    "give",
+    "go",
+    "let",
+    "listen",
+    "move",
+    "put",
+    "remember",
+    "run",
+    "show",
+    "stay",
+    "stick",
+    "take",
+    "trust"
+  ],
+  "intensity_words": [
+    "!",
+    "now",
+    "baby",
+    "damn",
+    "hell",
+    "c'mon",
+    "come on"
+  ],
+  "scoring": "catch = catchphrase hits per 100 words; register = (imperative sentence starts + intensity word hits) per 100 words; identity = regex hits; broken = distinct-3 < 0.25",
+  "note": "persona-biased by design (round-4 finding): register counts Arnold-shaped imperatives. Per-persona judges derived from each persona's own corpus are the planned upgrade."
+}