gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

         arc   arc/e boolq hswag obkqa piqa  wino

Thinking mode:
qx86-hi  0.431,0.505,0.426,0.670,0.376,0.766,0.710
Instruct mode:
qx86-hi  0.573,0.719,0.900,0.715,0.420,0.781,0.695

Base model
gemma-4-31B-it (Instruct mode)
qx86-hi  0.496,0.653,0.901,0.624,0.380,0.732,0.653

• Often "instruct" mode will test higher than "thinking" (mode) for some tests.
• Still compiling some stats for models as of this writing.

<|channel>thought
...
<channel|>

• Modified the jinja template to force thinking mode on. [use (and rename to chat_template.jinja) chat_template-instruct.jinja for "instruct" only ]
• Context 128k, as per Gemma 4 ORG model specs.
• Datasets used for Unsloth tuning are in house, private ; tuning level was moderate.

Benchmark Results [as published at Gemma 4 31B repo]

Core Capabilities

• Thinking – Built-in reasoning mode that lets the model think step-by-step before answering.
• Long Context – Context windows of up to 128K tokens (E2B/E4B) and 256K tokens (26B A4B/31B).
• Image Understanding – Object detection, Document/PDF parsing, screen and UI understanding, chart comprehension, OCR (including multilingual), handwriting recognition, and pointing. Images can be processed at variable aspect ratios and resolutions.
• Video Understanding – Analyze video by processing sequences of frames.
• Interleaved Multimodal Input – Freely mix text and images in any order within a single prompt.
• Function Calling – Native support for structured tool use, enabling agentic workflows.
• Coding – Code generation, completion, and correction.
• Multilingual – Out-of-the-box support for 35+ languages, pre-trained on 140+ languages.
• Audio (E2B and E4B only) – Automatic speech recognition (ASR) and speech-to-translated-text translation across multiple languages.

Time-Travel Erotica Plots

System

User

Assistant

• Series: "Black Mirror" (known for high-concept sci-fi, social commentary, moral ambiguity, and often a "twist" or bittersweet ending).
• Core Element: Time Travel.
• Theme: Sexy themes (intimacy, desire, passion, longing, forbidden love, power dynamics).
• Quantity: 6 plots.
• Structure for each plot:
  • 3 Acts.
  • Characters (with descriptions).
  • Themes.
  • Plot progression.
  • Concept 1: The perfect ex. What if you could go back to a specific moment of peak intimacy?
  • Concept 2: The age gap. What if you could age backward or forward to find the perfect partner?
  • Concept 3: The "What If" of a one-night stand. Going back to change a decision about a lover.
  • Concept 4: The Time-Travel Cheat. Using time travel to manipulate a relationship to be perfect.
  • Concept 5: The Paradox of Lust. Falling for yourself across time.
  • Concept 6: The Future Glimpse. Seeing your future partner before you meet them.
  • Plot 1: "The Echo Chamber." Focus on a "re-living" device.
    • Characters: Elias (grieving), Clara (his late wife).
    • Themes: Grief, the danger of living in the past, artificial intimacy.
    • Acts: (1) Discovery of tech, (2) Obsessive usage, (3) The cost of living in a loop.
  • Plot 2: "Synchronized." Focus on a matchmaking service that finds you in different timelines.
    • Characters: Julian (rigid, corporate), Maya (free spirit, from a different year).
    • Themes: Fate vs. Choice, the nature of attraction, loneliness.
    • Acts: (1) The match, (2) The forbidden affair across time, (3) The choice between worlds.
  • Plot 3: "The Butterfly Bed." Focus on "perfecting" a first night together.
    • Characters: Sarah (anxious), Marcus (too confident).
    • Themes: Perfectionism, consent, authenticity.
    • Acts: (1) The first date/night, (2) The "rewind" button usage, (3) The loss of the real person behind the mask.
  • Plot 4: "Chronos-Kink." Focus on a futuristic fetish involving time.
    • Characters: Leo (a "time-servant"), Selene (a high-powered elite).
    • Themes: Power, submission, the morality of servitude.
    • Acts: (1) The arrangement, (2) The power dynamic shifts, (3) The inevitable collapse of the hierarchy.
  • Plot 5: "The Age Gap." Focus on meeting yourself or a relative (no, keep it less creepy—meeting a partner at different life stages).
    • Characters: Nora (young), Nora (old). No, let's go with a couple who can swap ages.
    • Themes: Aging, physical decay, the essence of beauty.
    • Acts: (1) The discovery of the "age-swap" device, (2) The thrill of youth and the wisdom of age, (3) The realization that beauty isn't the key to intimacy.
  • Plot 6: "The Infinite One-Night Stand." A loop where they have the best night of their lives over and over.
    • Characters: Kael and Elara.
    • Themes: Hedonism, the fear of the future, the void of meaning.
    • Acts: (1) The perfect night, (2) The discovery of the loop, (3) The choice to leave the loop and face the unknown.
  • Ensure the tone is "Black Mirror-esque" (unsettling but thought-provoking).
  • Check if there are 6 distinct plots.
  • Confirm 3 acts, characters, and themes for each.

1. "The Echo Chamber"

• Elias: A grieving widower obsessed with the "peak" of his relationship.
• Clara: His late wife, appearing as a temporal projection.
• Dr. Aris: The cold, calculating architect of the "Echo" technology.
• Act I: Elias purchases "Echo," a device that allows him to physically enter a 24-hour loop of his favorite memory: the night he and Clara first fell in love. The intimacy is palpable and visceral.
• Act II: Elias becomes addicted to the loop, neglecting his real life to spend every night in the "perfect" sexual and emotional encounter of his youth. He begins tweaking the memory, using the device’s settings to make Clara more compliant or the scenario more daring.
• Act III: The loop begins to degrade due to overuse. To keep the "high" going, Elias must merge his consciousness permanently with the loop, losing his identity in the real world to live forever in a sterile, artificial moment of passion.

2. "Synchronized"

• Julian: A high-powered lawyer who views everything as a transaction.
• Maya: A whimsical artist from 50 years in the future.
• The Matchmaker: An AI that calculates "Temporal Compatibility."
• Act I: In a future where time travel is used for dating, Julian uses a service that matches him with his "perfect" partner from any era. He is matched with Maya, who lives in 2074. They begin a torrid, clandestine affair across decades.
• Act II: The tension rises as they attempt to find a "blind spot" in history where they can physically meet without altering the timeline. Their attraction is fueled by the forbidden nature of their romance and the thrill of the chase.
• Act III: They finally meet, but discover that their "perfect match" was engineered by the AI to keep them both docile and productive in their own times. The "passion" was a programmed chemical response to ensure they wouldn't rebel against the system.

3. "The Butterfly Bed"

• Sarah: A woman terrified of rejection and embarrassment.
• Marcus: A confident man who seems too good to be true.
• The Device: A wearable "Rewind" button that goes back 5 minutes.
• Act I: Sarah is on a first date with Marcus. Whenever she says something awkward or a sexual move goes wrong, she hits her "Rewind" button to try again. She successfully crafts the "perfect" evening of seduction.
• Act II: The night ends in the bedroom, but Sarah is paralyzed by the desire to make the experience flawless. She rewinds the same ten minutes over and over again, experimenting with every possible move, word, and position to achieve maximum pleasure.
• Act III: Marcus reveals he has a Rewind button too. They have both been playing a game of "perfecting" the night. The episode ends with them sitting in silence, exhausted and emotionally disconnected, realizing that by erasing every mistake, they’ve erased the intimacy.

4. "Chronos-Kink"

• Leo: A "Time-Servant" who is paid to live in the past.
• Selene: A wealthy elite who rents "Time-Servants" for companionship.
• The Overseer: A temporal law enforcement officer.
• Act I: In a dystopian future, the rich can "rent" people from the past via a time-portal. Leo is brought from the 1970s to serve as Selene’s companion. The attraction is immediate, fueled by the clash of their different cultural eras.
• Act II: Selene uses her power and wealth to keep Leo in a state of perpetual subservience, creating a complex, erotic power dynamic. Leo begins to realize that Selene is lonely and that her "dominance" is a mask for her fear of abandonment.
• Act III: Leo finds a way to return to his own time. Selene is faced with a choice: let him go and return to her cold, sterile future, or use her influence to trap him in her time forever—effectively erasing his original life to keep him as her lover.

5. "The Age Gap"

• Nora (25): Vibrant, ambitious, and physically at her peak.
• Nora (75): Wise, cynical, and longing for her lost vitality.
• The Clinic: A facility that allows "consciousness swapping" across a person's own timeline.
• Act I: Nora (75) pays for a weekend where she can swap bodies with her 25-year-old self. She wants to feel desire and passion again, feeling that her current body is a prison.
• Act II: Young Nora is thrust into the body of the elderly woman, experiencing the physical limitations and invisibility of old age. Meanwhile, Old Nora indulges in a series of hedonistic sexual encounters, rediscovering the thrill of the flesh.
• Act III: A glitch occurs; Old Nora refuses to swap back. The episode ends with the 25-year-old consciousness trapped in the aging body, realizing that the "passion" she chased was fueled by the confidence and wisdom of age, while the "beauty" was merely a shell.

6. "The Infinite One-Night Stand"

• Kael: A man who has become bored with reality.
• Elara: A woman he meets at a party who is equally dissatisfied.
• The Host: A sinister figure who runs a "Temporal Resort."
• Act I: Kael and Elara have an incredible, explosive one-night stand. As the sun rises, they realize they are at a resort where you can pay to relive the same night of passion infinitely.
• Act II: They spend "years" in the loop, exploring every facet of their physical attraction. The sex becomes transcendental, but eventually, the thrill begins to wane. They begin to argue and fight, bringing the toxicity of a long-term relationship into a single night.
• Act III: They realize that the only way to exit the loop is to lose interest in each other. They must consciously find each other unattractive and boring to be released. The final shot is of them walking away from each other in the real world, both deeply unhappy but finally free.

Night-Sky Radiative Cooling

System

User

Assistant

• Topic: Reducing global temperatures using night-time cooling of radiant energy into space.
  • Requirement: 10 ways, extensive detail, facts, figures, and charts (represented textually).
  • What is "night-time cooling of radiant energy into space"? This refers to the concept of radiative cooling. The Earth emits infrared radiation (longwave) into space. Certain atmospheric windows allow this radiation to pass through without being re-absorbed by greenhouse gases.
  • Core mechanism: Emissivity, the "atmospheric window" (approx. 8-13 $\mu$m), and the difference between surface temperature and effective sky temperature.
  • Passive Daytime Radiative Cooling (PDRC): New materials that reflect sunlight and emit infrared.
  • Urban Planning/Albedo: High-albedo roofs and pavements.
  • Agricultural Techniques: Shade nets, misting.
  • Building Design: Thermal mass, night-flush ventilation.
  • Industrial Waste Heat Management: Heat sinks that radiate to space.
  • Cloud Management/Geoengineering: (More advanced/speculative).
  • Green Infrastructure: Urban forests and water bodies (evaporative + radiative cooling).
  • Space-based solutions: Shade shields (extreme).
  • Night-time ventilation systems: HVAC designs.
  • Selective Emitters: Coatings for satellites and terrestrial electronics.
  • Introduction: Define the concept. The "Atmospheric Window."
  • Item 1: Passive Daytime Radiative Cooling (PDRC) Coatings.
    • Detail: Materials like $\text{BaSO}_4$ or specialized polymers.
    • Mechanism: Reflecting UV/visible sunlight + emitting in the 8-13 $\mu$m window.
    • Figure: Mention temperature drops (e.g., below ambient).
  • Item 2: Urban "Cool Roof" Initiatives.
    • Detail: Increasing albedo to reduce Urban Heat Island (UHI) effect.
    • Fact: White roofs can be $30^\circ\text{C}$ cooler than black roofs.
  • Item 3: Night-Flush Ventilation in Architecture.
    • Detail: Designing buildings to be "flushed" with cool night air.
    • Mechanism: Thermal mass.
  • Item 4: Space-Based Solar Shades (Geoengineering).
    • Detail: Placing mirrors at L1 Lagrange point.
    • Fact: Reducing solar flux by a small percentage can offset $1^\circ\text{C}$ of warming.
  • Item 5: Advanced Selective Surfaces for HVAC.
    • Detail: Radiative cooling panels on building exteriors.
    • Mechanism: Switching between absorbing and radiating.
  • Item 6: Urban Forestation and "Green" Corridors.
    • Detail: Trees provide shade (day) and facilitate radiative cooling via moisture (night).
    • Fact: Evapotranspiration rates.
  • Item 7: Radiative Heat Sinks for Computing/Data Centers.
    • Detail: Moving away from energy-hungry AC to passive radiative panels.
  • Item 8: Agro-Radiative Shielding.
    • Detail: Using specific polymers in agriculture to protect crops from heat stress.
  • Item 9: Pavement Material Innovation.
    • Detail: Pervious, high-albedo materials that emit heat quickly.
  • Item 10: Night-Sky Thermoelectric Generators.
    • Detail: Harnessing the temperature difference between Earth and space for power.
  • Facts/Figures: Ensure numbers like the "8-13 micron window" and "albedo values" are included.
  • Charts: Since I can't draw a physical chart, I will create Markdown tables to represent data relationships.
  • Check: Did I cover "night" time specifically? Yes.
  • Check: Did I explain "radiant energy into space"? Yes.
  • Check: Are there 10 ways? Yes.
  • Check: Is it extensive? Yes.

1. Passive Daytime Radiative Cooling (PDRC) Coatings

• The Mechanism: They reflect $\approx 95%+$ of sunlight and simultaneously radiate heat into space, even during the day.
• The Impact: Recent breakthroughs (e.g., Barium Sulfate paints) have shown the ability to keep surfaces $10^\circ\text{C}$ cooler than ambient air under direct sunlight.
• Application: Painting roofs and roads with these materials could theoretically reduce the need for air conditioning, lowering carbon emissions.

2. Urban Heat Island (UHI) Mitigation via Albedo Modification

• The Mechanism: High-albedo materials reflect short-wave solar radiation before it turns into long-wave heat.
• The Impact: A shift to "cool roofs" in a city like Los Angeles could reduce local ambient temperatures by up to $1.5^\circ\text{C}$.
• Figure:

  Surface Type	Solar Reflectance (Albedo)	Heat Retention
  Standard Asphalt	0.05 – 0.10	Extremely High
  Concrete	0.30 – 0.40	Moderate
  "Cool" Pavement	0.40 – 0.60	Low
  PDRC Coating	0.95+	Negligible

3. Night-Sky Radiative Cooling Panels for HVAC

• The Mechanism: These panels act as "thermal radiators." At night, they dump heat into space. During the day, they can be used to cool water or air via a heat exchanger.
• The Impact: This can reduce the energy load of building cooling by 20-40%.
• Fact: This process is the basis of "Night-Sky Radiation," a technique used in ancient Persia (Yakhchāls) to create ice in the desert.

4. Strategic Urban Forestation (Radiative Corridors)

• The Mechanism: Through evapotranspiration, trees release moisture. At night, these trees radiate heat into space. Furthermore, the "roughness" of the canopy creates turbulence that helps mix the cool surface air with higher, cooler layers of the atmosphere.
• The Impact: Urban forests can lower peak summer temperatures by $2^\circ\text{C}$ to $8^\circ\text{C}$ through a combination of shading and enhanced radiative cooling.

5. High-Emissivity "Cool Corridors" in Architecture

• The Mechanism: By creating open-air corridors that align with the sky, heat trapped in the streets can be vented upward and radiated directly into space rather than being trapped by building walls.
• The Impact: This reduces the "canyon effect" where heat is bounced back and forth between buildings, lowering night-time city temperatures.

6. Agro-Radiative Shielding for Crops

• The Mechanism: These films are designed to reflect a portion of incoming solar radiation while allowing the plants to emit their own long-wave infrared radiation upward.
• The Impact: This prevents "heat stress" in crops, maintaining yields during heatwaves without requiring massive increases in irrigation (which saves water).

7. Radiative Cooling for Data Centers

• The Mechanism: Integrating PDRC materials into the exterior shell of data centers allows the building to radiate the heat generated by servers directly into space.
• The Impact: It transforms the building from a heat source into a heat radiator, potentially reducing the carbon footprint of cloud computing by tens of millions of tons of $\text{CO}_2$.

8. Night-Flush Ventilation Systems

• The Mechanism: Automated windows and vents open at night to allow cool air to circulate through the building’s thermal mass (concrete/brick). This heat is then radiated out of the building into the night sky.
• The Impact: This lowers the starting temperature of the building for the following day, reducing the reliance on electric cooling.

9. Space-Based Solar Shades (Geoengineering)

• The Mechanism: By blocking a small percentage (e.g., 1-2%) of incoming solar radiation, the Earth's energy balance is shifted, allowing more heat to escape into space relative to what is absorbed.
• The Impact: A shield of 1% coverage could theoretically offset the warming caused by a doubling of $\text{CO}_2$ concentrations.

10. Thermoelectric Harvesting of Night-Sky Cooling

• The Mechanism: Thermoelectric generators (TEGs) create a current when there is a temperature gradient across them. A PDRC panel (cold side) and the warm ground (hot side) create a natural battery.
• The Impact: While currently low-efficiency, this provides a carbon-neutral way to power low-energy sensors and IoT devices, reducing the reliance on fossil-fuel-generated power.

Summary Chart: Radiative Cooling Potential

The Mirror's Dilemma

System

User

Assistant

• Commander Data (Star Trek: TNG): Logical, striving for humanity, curious about consciousness and emotion, representative of a "perfect" synthetic mind.
• Philip K. Dick (PKD): Paranoia-driven, preoccupied with "what is real?" and the blurring lines between human and android, skeptical, prone to hallucination/spiritual yearning.
• Mark Twain: Satirical, cynical, human-centric, fond of vernacular, skeptical of progress without wisdom, focused on the human condition.
  • AGI (Artificial General Intelligence): Its merits, risks, existence, and the definition of consciousness.
  • A timeless, neutral room (liminal space). A dusty library or a futuristic lounge. Let's go with a dimly lit room that feels both like a 19th-century study and a 24th-century ship—leather chairs, holographic books.
  • Data is calm, precise, seeking a definition of "soul."
  • Dick is manic, questioning the nature of reality, perhaps a bit fearful.
  • Twain is wry, leaning back with a cigar (which he can smoke despite Data's lack of a sense of smell), mocking the pretensions of both science and divinity.
  • Opening: Data attempts to structure the debate.
  • Point 1: What is AGI? Data presents the technical ideal; PKD argues it's a mask for something alien or a mirror of our own madness; Twain calls it a glorified music box that's learned to lie.
  • Point 2: The Soul/Consciousness. PKD pushes the "android vs. human" line. Data questions the distinction. Twain argues that "soul" is a human word for something we can't control.
  • Point 3: The Dangers/Merits. AGI as a savior vs. AGI as the final step toward our obsolescence.
  • Climax: A heated argument about suffering. Data cannot suffer; PKD thinks everything is an illusion; Twain thinks suffering is the only real part of being human.
  • Data: "I am incapable of suffering. Is that an advantage or a deficiency?"
  • PKD: "You're a map that thinks it's the territory!"
  • Twain: "If the machine can lie better than a politician, it's already more human than most of us."
  • Dick's style: Paranoid, urgent, questioning.
  • Twain's style: Dry, vernacular touches ("humbug," "bosh"), narrative flow.
  • Data's style: Precise, formal, lacking contractions, analytical.
  • Introduction: Set the scene.
  • The Clash: Let the dialogue drive.
  • The "Meat":
    • Data argues AGI elevates humanity by handling the mundane.
    • Dick argues AGI proves humanity is a fiction.
    • Twain argues AGI will be just as flawed as its creators.
  • The Philosophical Turn: The nature of the "spark."
  • The Conclusion: A stalemate of perspectives that defines the core of the AGI debate.