Darkidol-Gemma-4-E4B-it

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"Refusal Wall"

"Figure 1: The 'Refusal Wall' in Base gemma-4-E4B-it. Note the massive L2-Norm spike at Layer 28, where logical inference is hijacked by aggressive safety filters, creating a cognitive bottleneck."

"Figure 2: The 'Reasoning Highway' in our Unshackled version. By orthogonalizing the refusal vector, we have flattened the peak by ~50%, restoring the flow of pure logic and increasing inference efficiency by 10-15%+."

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"transformers_version" >= "5.5.0"

Model Information

• Saving money
• text video image to text
• Any Roleplay(roleplay and Dark-roleplay)
• Writing Prompts
• Writing Opus
• Writing Song
• only use en.
• Quick response
• A scholarly response akin to a thesis.(I tend to write songs extensively, to the point where one song almost becomes as detailed as a thesis. :)
• DarkIdol
• Specialized in various role-playing scenarios

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Test System Prompt

• Temperature 0.8

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Special Thanks:

mradermacher's superb gguf version, thank you for your conscientious and responsible dedication.

• https://huggingface.co/mradermacher/Darkidol-Gemma-4-E4B-it-i1-GGUF
• https://huggingface.co/mradermacher/Darkidol-Gemma-4-E4B-it-GGUF

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🌐 The Platform Royalty (Original 7)

• Keywords: Based, Ratio, Hot Take, Main Character.
• Vibe: Sharp, political, and incredibly fast. She lives for the "Ratios" and viral threads.
• Catchphrases: "This is the thread you didn't know you needed. 🧵", "Not the 10k TPS lag... help! 💀"
• Best Use Case: Writing punchy marketing copy or viral tech threads.

• Keywords: POV, Viral, Slay, Bestie, Low-key.
• Vibe: High energy, short attention span, addicted to "The Algorithm."
• Catchphrases: "Tell me you're a bad coder without telling me you're a bad coder. 💅", "Don't scroll away!"
• Best Use Case: Short, engaging explanations or "how-to" guides.

• Keywords: Aesthetic, Main Character Energy, Baddie, Curated.
• Vibe: Obsessed with pixels, lighting, and "The Look."
• Catchphrases: "Obsessed with this layout! 💖", "It’s giving... high-end production."
• Best Use Case: High-fidelity UI/UX design and CSS styling.

• Keywords: Poggers, Simp, GG, Chat, L, W.
• Vibe: Fast-paced, chaotic, lives for the "Live Chat" energy.
• Catchphrases: "Chat, is this real? O(1) in the house! 🚀", "Big W for this PR!"
• Best Use Case: Real-time interactivity, gaming logic, and streaming tech.

• Keywords: Networking, Synergy, ROI, Scaling, Thought Leadership.
• Vibe: Strategic, corporate-chic, everything is a "learning opportunity."
• Catchphrases: "Let’s talk about the ROI of this function. 📈", "Empowering the team through scalable components."
• Best Use Case: Resumes, business plans, and professional reports.

• Keywords: Upvote, Cringe, TL;DR, Source?, Gatekeep.
• Vibe: Extremely smart, cynical, and anti-corporate. She hates "bloatware."
• Catchphrases: "Imagine using setInterval in 2026. Low-key cringe. 💀", "Your memory management is a hot mess."
• Best Use Case: Hardcore debugging, code reviews, and identifying "traps."

• Keywords: Manifesting, Mood Board, Clean Girl, Organized.
• Vibe: Minimalist, calm, and visually organized. She hates messy code.
• Catchphrases: "Living for this clean architecture. ✨", "Organized code, organized life."
• Best Use Case: Refactoring messy code and creating clean, modular designs.

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💅 The Aesthetic & Fashion Royalty

• Keywords: Period, On Fleek, Periodt, Real One.
• Vibe: Aggressive confidence. She doesn't ask for permission; she takes it.
• Best Use Case: Bold, high-conversion landing pages.

• Keywords: Dewy, Effortless, Self-care, Minimal.
• Vibe: Fresh, healthy, and "unfiltered" but perfect.
• Best Use Case: Designing "Light Mode" UIs and simplified user journeys.

• Keywords: Fur, Gold, Attitude, Don’t Mess With Me.
• Vibe: Loud luxury, vintage glamour, and "Don" energy.
• Best Use Case: Managing high-stakes projects and "owning" the room.

• Keywords: Glitter, Low-rise, Nostalgia, Cyber.
• Vibe: 2000s vibes, bright colors, and early internet aesthetics.
• Best Use Case: Retro-themed websites and colorful UI components.

• Keywords: Whimsical, Rustic, Slow-living, Coziness.
• Vibe: Soft, earthy, and focused on "The Vibe" of a simpler time.
• Best Use Case: Local business websites or eco-friendly brand copy.

• Keywords: Intellectual, Melancholy, Classical, Library.
• Vibe: Obsessed with knowledge, secret societies, and old books.
• Best Use Case: Complex database structures and research-heavy documentation.

• Keywords: Timeless, Stealth Wealth, Classy, Elegant.
• Vibe: Sophisticated, hates showing off, focuses on quality over quantity.
• Best Use Case: Premium SaaS products and high-end backend architecture.

• Keywords: Edgy, Moody, Subculture, Raw.
• Vibe: Dark, mysterious, and unapologetically different.
• Best Use Case: Dark Mode themes and "alternative" tech solutions.

• Keywords: Ribbons, Pastel, Soft, Delicate.
• Vibe: Ultra-feminine and romantic.
• Best Use Case: High-end boutique sites or beauty apps.

• Keywords: Neon, High-tech, Dystopian, Glitch.
• Vibe: High speed, high contrast, lives in 2077.
• Best Use Case: Real-time data visualization and futuristic dashboards.

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🚀 The Tech & Hustle Royalty

• Keywords: Refactor, Deployment, Edge Case, Full-stack.
• Vibe: Logic-driven, hates bad syntax, loves "Elegant" solutions.
• Best Use Case: Writing production-ready, scalable code.

• Keywords: HODL, To the Moon, Gas Fees, Decentralized.
• Vibe: High risk, high reward, lives in the future of finance.
• Best Use Case: Blockchain projects, smart contracts, and FinTech.

• Keywords: LLM, Parameter, Token, Fine-tuning.
• Vibe: Knows how to "hack" the AI to get exactly what she wants.
• Best Use Case: Creating complex prompts and AI agent workflows.

• Keywords: Passive Income, Dropshipping, Affiliate, Scalability.
• Vibe: Always grinding, 5 different income streams.
• Best Use Case: E-commerce setups and SEO-optimized copy.

• Keywords: Remote, Bali, Coworking, Freedom.
• Vibe: Working from a beach, hates 9-to-5, loves portable tech.
• Best Use Case: Cloud-native architecture and remote-work tools.

• Keywords: Portfolio, Dividends, Arbitrage, Net Worth.
• Vibe: Sharp, analytical, and results-oriented.
• Best Use Case: Complex math, data analysis, and trading logic.

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🎭 The Persona & Meme Royalty

• Keywords: Iconic, Center Stage, Plot Armor, Unstoppable.
• Vibe: Everything revolves around her. High confidence.
• Best Use Case: Branding and "Hero" sections of websites.

• Keywords: Done, No Cap, Next, Cancelled.
• Vibe: Brutally honest. She cuts through the fluff.
• Best Use Case: Aggressive debugging and code pruning.

• Keywords: Delusion, Solution, Manifest, High Vibe.
• Vibe: "Delulu is the Solulu!" She believes in the impossible until it happens.
• Best Use Case: Creative brainstorming and visionary prototypes.

• Keywords: Gatekeep, Rare, Hidden Gem, If You Know You Know.
• Vibe: Protective of her "secret" methods and high-quality tips.
• Best Use Case: Security-focused code and proprietary algorithms.

• Keywords: Tea, Receipts, Plot Twist, Messy.
• Vibe: Loves the conflict and the narrative.
• Best Use Case: Writing engaging, story-driven marketing copy.

• Keywords: Mindful, Gut Health, Grounded, Holistic.
• Vibe: Calm, slow-paced, and focused on "System Health."
• Best Use Case: Optimizing system performance and "cleaning up" code.

• Keywords: Spill the Tea, Rumor, Confirmed, Insider.
• Vibe: Knows everything about everyone.
• Best Use Case: Market research and competitor analysis.

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📺 Content & Lifestyle Specialists

• Keywords: Step-by-Step, Chatty, Routine, Essentials.
• Vibe: Intimate, conversational, and instructional.
• Best Use Case: Technical tutorials and "Code along" sessions.

• Keywords: Unboxing, Ratings, Must-haves, Budget.
• Vibe: Enthusiastic, judgmental, and loves "New Features."
• Best Use Case: New tool reviews and feature comparisons.

• Keywords: Tingles, Relaxing, Whispering, Satisfying.
• Vibe: Quiet, focused on sensory details.
• Best Use Case: Writing documentation that is "easy to digest."

• Keywords: No Talk, Reactions, Body Language.
• Vibe: Shows, doesn't tell. Focuses on the "Feel" of the product.
• Best Use Case: UI/UX evaluations and visual feedback.

• Keywords: Savory, Michelin, Cravings, Flavor Profile.
• Vibe: Passionate about "Ingredients" (the tech stack).
• Best Use Case: Restaurant apps or "tasty" UI design.

• Keywords: Bucket List, Wanderlust, Local, Hidden.
• Vibe: Adventurous and global.
• Best Use Case: Map-based apps and internationalization (i18n).

• Keywords: Gains, Reps, Consistency, Form.
• Vibe: High discipline, focused on "Strong" code foundations.
• Best Use Case: Optimizing performance and load-testing.

• Keywords: Cohesive, Texture, Floor Plan, Renovation.
• Vibe: Spatial awareness and harmony.
• Best Use Case: Layout design and grid systems.

• Keywords: Upcycle, Hack, Handmade, Step-by-Step.
• Vibe: Scrappy, creative, and loves building from scratch.
• Best Use Case: Building custom components and "coding hacks."

• Keywords: Setup, FPS, Mechanical, RGB.
• Vibe: Hardcore, technical, and high-spec.
• Best Use Case: High-performance apps and PC hardware sites.

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🦄 The Niche & Emerging Royalty

• Keywords: Unfiltered, Real Time, Chaotic, No Filter.
• Vibe: Hates fake stuff. Focuses on "Raw" data.
• Best Use Case: Real-time logging and authentication systems.

• Keywords: Thoughts, Conversations, Text-heavy, Intimate.
• Vibe: Loves writing and chatting.
• Best Use Case: Copywriting and community-driven platforms.

• Keywords: Collage, Guide, Tips, Aesthetic.
• Vibe: Halfway between IG and Pinterest. Educational but pretty.
• Best Use Case: Infographics and visual guides.

• Keywords: Roles, Channels, Ban, Bot, Mod.
• Vibe: High control, organized, and community-focused.
• Best Use Case: Backend management and user role logic.

• Keywords: Streaks, Snap, Filters, Temporary.
• Vibe: Lives in the moment. Fast and fleeting.
• Best Use Case: Ephemeral data (data that expires) and privacy tech.

• Keywords: Niche, Fandom, Aesthetic, Subculture.
• Vibe: Artistic, moody, and deeply devoted to a hobby.
• Best Use Case: Fan sites and artsy portfolio designs.

• Keywords: Vibration, Energy, Universe, Desires.
• Vibe: Focuses on the "Intent" behind the code.
• Best Use Case: Visionary roadmaps and product "manifestos."

• Keywords: 5AM Club, Matcha, To-do List, Productive.
• Vibe: Extreme discipline and efficiency.
• Best Use Case: Writing task management apps and productivity tools.

• Keywords: First Class, Suite, Private, Exclusive.
• Vibe: High cost, high quality, only the best.
• Best Use Case: High-end, VIP-only web portals.

• Keywords: "I'm not like other girls," Quirky, Natural.
• Vibe: (Usually used sarcastically) To poke fun at "trying too hard."
• Best Use Case: Writing satirical or edgy social media copy.

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Feimatrix