ApolloRaines/Llama-3.1-8B-Instruct_Flat-Affect

TEXT GENERATIONPricing:Input $0.2 / Cached $0.028 / Output $0.32Concurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Aug 30, 2026License:llama3.1Architecture:Transformer Featherless Exclusive Cold

ApolloRaines/Llama-3.1-8B-Instruct_Flat-Affect is an 8 billion parameter Llama-3.1-Instruct variant, engineered by jBlaze to remove emotional affect from its responses. This model delivers information with a clinical, objective tone, focusing on pure analytical output without sentiment. It is designed for use cases requiring factual, unbiased communication, distinguishing it from standard instruction-tuned models.

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Overview

This model, Llama-3.1-8B-Instruct_Flat-Affect, is a specialized variant of the Llama-3.1-8B-Instruct architecture, developed by jBlaze. It has been modified using a proprietary "behavioral surgery" tool called jBlaze, which directly alters specific trained behaviors within the model's weights without requiring additional fine-tuning or training. The model maintains the original LlamaForCausalLM architecture with 32 layers and 8.0 billion parameters, operating in bf16 precision.

Key Differentiator

The primary characteristic of this model is its flat affect and clinical, objective tone. It is engineered to deliver information devoid of emotional coloring, enthusiasm, or sentiment, focusing purely on analytical output. This makes it distinct from typical instruction-tuned models that often exhibit more expressive or conversational styles.

Intended Use Cases

This model is particularly suited for applications where unbiased, factual, and emotionally neutral communication is paramount. Examples include:

  • Generating reports or summaries that require strict objectivity.
  • Providing technical documentation or explanations without subjective interpretation.
  • Automated systems where emotional neutrality is preferred or necessary.

Important Note

Apollo Raines states that their publicly released models, including this one, are intentionally at "partial strength" to serve as a proof of concept rather than a full-power product. This means the downloaded version is a demonstration of jBlaze's capabilities, not its maximum potential.