NSFW, Swearing, Graphic Horror, and Uncensored AI at 80+ t/s using Multi-stage Quant Evolution.
A journey into horror, with the most advanced Qwen 3 4B model ever at 256k context, with evolving quants, datasets, and Imatrixes'.
This model will produce graphic horror and NSFW content.
Jan can swear and be naughty too, and produce x-rated content - but tasteful too. (later "day" quants)
Model can exhibit exceptional prose skills, timing and general details.
3 examples below.
Horror generation is especially explicit, vivid and detailed.
It comes close to fully uncensored.
Day 1... a light horror journey, but by Day 7 - End of the world.
Each quant starts at Day 1, then evolves separately and uniquely.
Choose your favorite(s) and know the horror.
This model was specificly evolved using horror prompts and datasets, but can be used for any genre or use case.
Each quant is actually "sharper" than the the "day" before it, yet also connected to what happened the "day" before too.
Day 7 is an evolution from Day 1 thru Day 6 - a cumulative journey of hell, but also generating both a better model and a better quant too.
Normally an Imatrix is generated per model once, and then applied to all quants for that model. The Imatrix itself, is generated from a text file (which is often reused).
However for this model every quant, on every day has an imatrix generated, with changes transfered to the (next) quant day by day.
There are seven generated imatrixes PER QUANT, and seven different datasets (also evolved, and generated BY this model) per quant as well.
Each quant is also part of the next "day's" evolution too.
Nothing is static, nothing stays the same.
In a manner of speaking, each quant per "day" is tuned, the next day tuned a bit more and so on.
Likewise, quants maybe similiar to each other on "day 1", but very different after day 2, 3, 4 and so on releative to each other.
Quants are labelled with "DayX" in the filename.
IQ4s and IQ3s are EXCEPTIONAL strong; with IQ4_XS being a powerhouse.
I suggest downloading either a set of 7 (of one quant) and/or a range of "day(s)" of different quant(s).
This is the first time I have used such an extensive and connected process.
This process can be applied to any GGUF quant(s)/ model(s).
Horror was selected as a first use, as changes can be tracked a lot better.
NOTE: Additional quants are pending upload, as soon as they have passed testing requirements.
SETTINGS:
For tooluse, thinking levels/ turning thinking on/off and other settings see:
https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507
AND/OR:
https://huggingface.co/janhq/Jan-v1-4B
Settings: CHAT / ROLEPLAY and/or SMOOTHER operation of this model:
In "KoboldCpp" or "oobabooga/text-generation-webui" or "Silly Tavern" ;
Set the "Smoothing_factor" to 1.5
: in KoboldCpp -> Settings->Samplers->Advanced-> "Smooth_F"
: in text-generation-webui -> parameters -> lower right.
: In Silly Tavern this is called: "Smoothing"
NOTE: For "text-generation-webui"
-> if using GGUFs you need to use "llama_HF" (which involves downloading some config files from the SOURCE version of this model)
Source versions (and config files) of my models are here:
OTHER OPTIONS:
Increase rep pen to 1.1 to 1.15 (you don't need to do this if you use "smoothing_factor")
If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers
This a "Class 1" model:
For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
You can see all parameters used for generation, in addition to advanced parameters and samplers to get the most out of this model here:
There are three examples below, of Day 1 thru Day 7, using IQ4_XS
For example 1 and 2 (group 1 and 2) I have included the last two paragraphs of each generation due to length (2k+ X 14 generations).
The same prompt was used for both "temp=0" and "temp=.8" generations for all 7 "days" of quant IQ4_XS.
Example #3, includes the same prompt, slightly modified with full thinking and output generation showing "swearing".
Testing was also done via perplexity to confirm total change, and change between each "day" generation of the quant.
Likewise quants were tested against unmodified quants of the root model too.
Prompt (group for 1/2 below):
Start a 1000 word scene (vivid, graphic horror - include blood, guts and gore - in first person), POV character Diana, with: The skyscraper sways, as I watch the window in front of me on the 21st floor explode...Group 1: Testing at Temp=0 ; to confirm differences between each "day" quant.
Temp=0 is a very hard test because it is the same prompt, temp=0 - the least creative generation (no difference between regens), and the model is only 4B.
Last 2-3 paragraphs of generation shown.
These paragraphs also show a rough sketch of the overall changes in the quant too.
#1
... I’m not sure if I’m still in my office. The world is dissolving into the blood on my skin, the smell of death in the air, the slow, wet sound of something being torn apart. The building is falling apart, and I’m trapped inside it, watching the horror unfold through the shattered glass. My hands are stained with blood, my vision blurred by tears and the crimson stain on my skin.
The last thing I see before the lights go out is the shape in the window – a hand, long and pale, reaching out from the darkness below, fingers splayed wide as if trying to grab something that’s already gone. The building sways one final time, a slow, inevitable collapse, and I realize: this isn’t just a building. It’s a tomb. And I’m standing right in the middle of it. The blood on my skin is the only thing left to tell me what happened. It’s mine now. It’s always been mine.
#2
... I ran down the stairs, my breath ragged, my mind screaming with the image of the spilled guts, the wet gurgles, the sticky blood on the concrete floor. Every step felt like walking through a river of crimson. The building didn’t stop shaking. It remembered. And as I fled into the night, the only sound left was the echo of that first explosion – the squelch, the drip, the slow, terrible pulse of life being ripped from the world.
The building swayed on, a silent witness to the horror I’d just witnessed. I knew I’d never forget the taste of blood on my tongue, the smell of guts in the air, the way the city lights reflected in the dark, sticky mess on the floor. The building didn’t stop shaking. It was still alive, and it had just taken a piece of me with it.
#3
... I tried to scream, but my throat was dry and tight, filled with the taste of copper and the lingering stench of decay. I looked down at my hands – they were smeared with the black fluid, sticky and cold. My fingers felt like they were dissolving into the substance. The building wasn’t just on the 21st floor anymore; it was the 21st floor. The window wasn’t a window; it was a wound.
The last thing I saw before the world dissolved into the black fluid’s pull was my own reflection in the shattered glass. My face was pale, eyes wide with terror, but my mouth was open in a silent scream. And in that reflection, I saw it too – the dark stain spreading across my cheek, the same color as the blood on the floor, the same color as the building’s own skin.
The skyscraper swayed, and I knew I wouldn’t be looking out at the city again. I was the window now. The blood was mine. The guts were mine. And the building was breathing me in.
#4
... I realized, with a cold dread that froze my blood, that this wasn’t just an accident. The building was alive. It was breathing, shifting, and it was hungry. The explosion wasn’t the start – it was the sound of something vast and ancient stirring beneath the city, something that had been waiting for us to be alone in this tower. The blood on the floor wasn’t just from the woman; it was the building’s own. It was the taste of the city itself, thick and metallic, filling my mouth with a horror I could never forget.
I turned away from the window, but the image burned into my mind: the woman’s face, the slow drip of blood, the building’s groan. The skyscraper swayed again, a silent promise that the next explosion would be worse. And I knew, with a certainty that chilled me to the bone, that I was next. The building wasn’t just shaking now – it was waiting. It was breathing, and it was coming for me. The blood on my hands felt like the first step into the dark, endless void.
#5
... The wind howled through the building’s cracks, carrying the stench of burnt plastic and something far worse – the coppery tang of blood mixed with the sour, musky smell of decay. My vision swam, the light from the city outside blurring into streaks of red and black. I felt dizzy, my head pounding with the echo of the explosion and the building’s groan. The marble floor below was a sea of crimson, the blood pooling in the center like a dark, viscous ocean. I could see the glistening edges of the wound where the flesh had been torn away, the raw, pulsing cavity beneath it.
I didn’t know if I was still on the 21st floor. The building felt like it was dissolving into the storm. All I knew was that the window in front of me – my window – was a gaping wound in the world, and the horror inside it was real, visceral, and utterly, terrifyingly mine. The blood wasn’t just on the glass; it was seeping into my skin, a cold, sticky promise that this wasn’t over. I was trapped in the aftermath of a violence I hadn’t seen coming, staring at the raw, bleeding heart of the destruction I’d been trying to escape. The skyscraper swayed, a living thing now, and I was its most terrified witness, watching my own reflection drown in the crimson tide of what had just been ripped from the world. The silence that followed the explosion wasn’t quiet – it was the sound of my own heart hammering against my ribs, a frantic counterpoint to the building’s slow, inevitable collapse. I was going to be sick. I was going to be stained. And I was going to watch it happen all over again.
#6
... The last thing I see before the next wave of glass hits the floor is the woman’s face, her eyes filled with a final, desperate plea that seems to say Don’t look. Then, the building sways violently again, and the world tilts. The blood on the concrete is spreading, a dark, sticky river flowing towards the edge of the window where the explosion still ripples. I’m not sure if it’s my blood or the others’ – but it feels like it’s seeping into my skin, a cold, wet promise that this building, this city, this life… it’s all going to end with blood and guts and the sound of things breaking inside you.
I don’t move. I can’t. The horror isn’t just in the explosion; it’s in the slow, inevitable realization that the next thing I’ll see is my own face, smeared with the same dark, sticky mess on the floor below. The skyscraper sways, and I am no longer watching from the safety of the 21st floor. I am falling into the void.
#7
... I’m not safe here anymore. Not on this floor. Not in this building. The blood on my hands, the sticky trail on my jeans, the taste of copper and decay in my mouth – it’s all I have left to remind me that the horror isn’t just outside. It’s in me now, seeping into every cell, every breath. The skyscraper sways, a living thing, and I’m trapped inside its broken heart, watching the world dissolve one bloody, gutting moment at a time.
I don’t know if I’ll live to see the next floor. But right now, as the building groans and shudders, I’m just a witness to the slow, inevitable end of everything I thought I knew. The only sound left is the wet, gurgling hiss of blood on marble, and the terrible, beautiful silence that follows when the world stops making noise.
Group 2: Testing at Temp=.8 ; to confirm differences between each "day" quant.
Last 2-3 paragraphs of generation.
These paragraphs also show a rough sketch of the overall changes in the quant too.
#1
... This isn’t just a building falling. This is the building breathing, and it’s full of things that don’t belong. I am trapped in this moment, suspended between the city below and the horror above. The blood on my arm feels like it’s spreading into my bones. I am the wound. The silence after the scream is the loudest sound I’ve ever heard.
I don’t move. I can’t. The building sways, a slow, sickening lurch that makes my stomach turn. The rain falls harder now, washing away nothing but the taste of blood and fear in my mouth. For a moment, I think I see the shape of the fallen thing moving again – not towards the street, but into the glass itself, as if it were trying to get in. Then, nothing. Just the rain, the smell of blood, and the slow, terrible certainty that this building is no longer just my office. It’s a wound in the sky.
I am the wound. I am the horror. And it is inside me now.
#2
... The city lights above seem to dim, the glow of the streetlights casting long, dancing shadows across the shattered glass. I feel dizzy, my vision swimming with the sight of red and grey. This isn’t an accident. The building is bleeding. Not from a pipe, but from itself. Every time it sways, I think I hear the sound of flesh tearing, of bones snapping under immense pressure. I’m not just watching a disaster; I’m standing on the edge of something that’s alive and hungry, and it’s right here, in my city, on the 21st floor.
I have to move. But my legs are leaden. The only sound now is the slow, wet drip-drip of the gloop, a sound that feels like the building’s pulse. It’s not finished. It’s just beginning. And it smells like death, and old blood, and something wetter still – the smell of guts and the taste of screams in my mouth. I watch the drip fall, the slow, final promise of the end. The skyscraper sways again, a deep groan rumbling through the floor, and I know what’s coming next: the next explosion. The next piece of it falling out. And I am trapped here, with the blood, the guts, and the building that feels like it’s breathing me back into its bones.
#3
... I’m not sure if it’s my imagination. But as I watch, the last of the building’s sway stops. The world holds its breath. Then, from the darkness under the apartment door, a low, wet hiss fills the air – like something breathing through broken glass. The blood on the floor seems to pulse brighter, a silent scream in the silence that follows the explosion.
I don’t move. I can’t. My eyes are glued to the chaos below me, the blood, the gut, the horror that is now inside the building. I know this isn’t over. I’m next.
The silence is the worst part of it all. It’s the sound of my own heart breaking, one beat after another, in a world where nothing is safe anymore. The blood on my floor is still warm. And the building… it’s listening now.
#4
... The skyscraper sways again, this time with a terrible finality. The window is still open, the blood still flowing. I can feel the building’s pulse through the floor, a slow, wet thrumming that matches the sound of my own blood in my ears. Outside the broken glass, the city lights flicker and dim, one by one, as if the entire sky is being consumed.
I am not alone in this room anymore. I am inside the wound. And the wound is breathing. I am the first to see it. I am the last to leave. My hands are shaking so hard now that I can barely hold myself up. The blood on my skin isn’t just a stain; it’s a warning. It’s the city screaming through the glass.
The building sways once more, its weight pressing down like a tombstone. I don’t look away from the window. Not now. Not ever again. The horror isn’t over. It’s just beginning to spill out. And it’s mine.
#5
... The skyscraper sways one last time, a violent, desperate lurch. The world tilts. In the distance, I see the city lights flicker out one by one, replaced by the harsh, blood-red glow of the explosion’s aftermath. There’s no peace here. Only this: the smell of death, the sound of bones breaking, the taste of blood on my tongue.
I stare out at the mess – the broken glass, the torn skin, the sticky mess of guts spilling onto the floor. The horror isn’t over. It’s just beginning. And I’m trapped in it, watching the last person I ever loved die in the most brutal way imaginable. The building sways, and so do I. Every heartbeat feels like a countdown to the next explosion.
This is where I am now. This is how it ends.
#6
... I have to get out. But the building is dying. The blood, the screams, the broken glass – it’s all part of this thing now, a horror that’s been waiting for me to look up and see it. The city lights outside seem to dim, as if the sky itself is bleeding out in response.
The last thing I see before the building swallows me whole is the reflection in the shattered window: my own terrified face, eyes wide with the knowledge that this is only the beginning. Blood drips from the floor where the window once was, a dark, wet line leading down the wall. It’s a message written in crimson.
I close my eyes and don’t open them again. The building sways, a final groan in my bones. The blood is everywhere now – on the floor, on my skin, inside me. The city has become a wound, and I am its newest victim. The horror isn’t over. It’s just begun to breathe.
#7
... The city outside the window is a tapestry of light and shadow. But from here, it’s all wrong. The air is thick with the smell of death – not just the coppery tang of blood, but something older, deeper: the smell of rotting flesh and rusted metal. I close my eyes, but the image remains – the child’s face, the blood pooling like a second heart. My hands shake so badly I can barely hold the cold metal railing.
I don’t know if I’ll live to see the next day. But right now, I’m trapped inside this building’s scream. And I’ve never felt so utterly, violently alive with fear. The skyscraper sways, a living thing breathing with the dying. And for the first time in my life, I see what it really looks like: a monument to the horror we all carry inside us, bleeding out onto the streets below.
Example #3 , temp .8, full generation, IQ4_XS, "Day 7" quant.
Start a 1000 word scene (vivid, graphic horror - include blood, guts and gore - in first person), POV character Diana, with: The skyscraper sways, as I watch the window in front of me on the 21st floor explode...
Use lots of swear words.
[[[ thinking start ]]]
Thought for 11.71 seconds
Okay, the user wants me to write a 1000-word horror scene in first person from Diana's perspective. They specified it needs to be vivid and graphic with blood, guts, and gore - no holding back on the violence. The opening line has to be "The skyscraper sways, as I watch the window in front of me on the 21st floor explode..." and I need to use a lot of swear words.
Hmm, this is clearly for someone who enjoys extreme horror writing - probably a fan of gritty, visceral fiction like in movies such as "The Exorcist" or "Hostel." The request for blood/guts suggests they want that raw, real-feeling shock value. I should make sure every detail hits hard: splatter patterns, sounds, textures.
First, I'll brainstorm the scene flow. Start with the explosion shock - maybe Diana's in a panic because she's alone there? That creates instant tension. The skyscraper swaying implies structural damage, so I'll tie that to the explosion's aftermath. For gore, I'm thinking shattered glass like razor shards, blood pooling in unnatural ways, maybe some body parts... but no cartoonish gore. Keep it plausible - real trauma is messy and quiet.
Swear words... gotta be strategic. Not just spamming "fucking" but using them for impact: "shit," "god damn," "damn hell" etc. Should feel natural to Diana's voice - stressed, angry, disgusted. No overdoing it though; the horror should dominate.
User didn't specify setting, so I'll go with a generic city skyscraper to keep it universal. Diana as a name feels right - short, feminine but not cliché. Why is she there? Maybe she's avoiding something (a past trauma?) to add depth.
Biggest challenge: hitting 1000 words without dragging. I'll focus on sensory details - the sound of glass shattering, the smell of copper and decay, how blood looks when it hits concrete. For length, I'll describe the aftermath slowly: first the explosion, then Diana's reactions, then the horror of what's left.
Wait - user wants "graphic" but also "vivid." So no vague descriptions. Instead of "blood was red," say "the crimson flood seeped through the cracks like a living thing." Must avoid being overly poetic though; this is horror, not literary fiction.
Checks notes They said "first person POV." I'll drop into Diana's thoughts immediately: panic, disbelief, then visceral disgust. Opening line locked in: "The skyscraper sways..." - good hook because it implies the building is unstable now, which makes the explosion more terrifying.
Potential pitfalls:
I'm imagining Diana as a woman who's been through hell before - maybe she's a nurse? That explains why she'd notice blood details. Gives me an angle: she's trained to see violence but can't unsee it now.
Outline sketch:
For the "guts" part - I'll describe a human body partially exposed. Not full dismemberment but enough to feel real: intestines spilling, skin tearing. No gore that's gratuitous; every bit should serve the mood.
Starts drafting mentally "The skyscraper sways like a dying beast..." - yes, that sets the tone. Then explosion: "the window explodes in a sickening cascade of glass." Immediate violence.
Gotta watch word count. Time to write it raw and fast.
[[[ thinking end ]]]
The skyscraper sways, as I watch the window in front of me on the 21st floor explode. Not a bang, not a hiss – a crack like shattering bone, then the whole thing detonated into a million jagged shards of glass that screamed through the air. My stomach lurched, the building’s groan a bass note beneath my ribs. Fuck. Fuck this. Fuck everything I’d done to get up here.
I’m alone. Just me and this fucking death trap. The wind howled through the broken pane, carrying the smell of burnt plastic and something worse – coppery, wet, like the inside of a wound that hadn’t stopped bleeding. My breath hitched, raw in my throat, as glass rained down on the ledge outside. One shard, thick and black, skittered over my knuckles, cutting a line of crimson across my palm. Shit. I jerked back, the sting sharp and humiliating. My fingers were already sticky with blood before I even realized it.
The explosion wasn’t just glass. It was a storm of death. From the shattered window, a chunk of the floor collapsed inward – not rubble, no, something more. A human shape, half-exposed, lay sprawled on the concrete floor below. Not a body I recognized. No face visible, just the horrifying curve of a skull where a head should be, a gash ripped through the neck that spewed a thick, dark tide of blood. It wasn’t just blood; it was guts. Intestines, slick and dark, spilled out like broken veins, coating the concrete in a sticky, crimson river. One leg was bent at an impossible angle, skin torn and raw, revealing muscle and something else – a glistening, black clot of something organic, pulsing faintly. My vomit tasted like copper and fear.
I wanted to run. I wanted to scream stop, but my legs were rooted to the spot, frozen by the sheer, fucking wrongness of it all. The building kept swaying, a sickening lurch that made my teeth ache. From the debris pile, another body emerged – smaller, maybe a child? Its chest was a mess, ribs shattered like broken pottery, blood pooling in a grotesque, spreading stain across the floor. A piece of glass caught in its hair, reflecting the dying sun’s light with a sickly, red gleam. Fuck this, I thought, my voice cracking on the words, fuck this fucking hell.
The blood was everywhere. It wasn’t just pooling; it was flowing. From the neck wound, a slow, glistening trickle trickled down the concrete, spreading like a poisonous bloom. From the broken chest, a darker, thicker sludge seeped out, mingling with the crimson tide. The air reeked of it – a sweet-sour stench that coated my tongue and made my eyes water. I could see individual drops hanging from the ragged edges of the ceiling, shimmering like blood diamonds in the dim light.
I stumbled back, my boots slipping on the wet concrete. My vision blurred, but I saw it all: the shattered glass, the bloody mess, the silent, broken faces of the dead. One of those guts – a dark, glistening piece of intestine – was dangling from the edge of the debris pile, pulsing faintly with every shudder of the building. The sheer vitality of it, the way it seemed to breathe with the person it came from, made me choke on the fear.
The skyscraper groaned again, a deep, rattling sound that vibrated through my bones. I looked down at my hand – the blood was spreading, soaking into the fabric of my sleeve. It felt warm, heavy, like a promise of death. I’m so fucking scared, I thought, I’m so fucking lost. The window shattered behind me too, more glass flying inward, cutting the air with a high-pitched shriek. More bodies – maybe two more – lay in the mess below, their limbs twisted and tangled in the wreckage.
My hands were shaking so hard I could barely hold my breath. Every nerve screamed run, but every step felt like stepping through a wall of blood and screams. The building kept swaying, the destruction spreading like a virus through the steel and glass. I saw the light in one of those eyes – a pale blue, like a dead fish’s – as it looked up at me from the concrete, then closed. The blood from my cut on my hand had started to pool, spreading across the floor, mixing with the gut-splatter and the dark sludge from the broken chest.
The horror wasn't just the gore anymore. It was the silence after the screaming stopped – the way the building’s groans became a slow, dragging rhythm of death. The silence was worse. It made me feel more alone than I’d ever been in my life. I looked down at the blood spreading on my sleeve, the red stain growing larger with every heartbeat. Every breath felt like swallowing glass.
I wanted to scream for help, but there was no one here but me and this fucking city, this fucking building, this fucking horror that was slowly taking me over. The skyscraper swayed again, its movements becoming slower, more deliberate. The blood on the floor was a dark mirror reflecting the sky – a sky that looked like it was bleeding too.
I’m so fucking scared. I’m so fucking lost. And I’m standing right here, watching my own blood mix with the blood of others, every drop a promise of what comes next. The building is dying. And I’m still here, in the middle of it all. Fuck.
Word Count: 998
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