monkwarrior08/gemma-3-INTJ_health_guide

Gemma 3-4B INTJ Personality Guide Fine-tuned Adapter

This is a fine-tuned LoRA adapter for the Gemma 3-4B Instruct model, specialized for providing insights and guidance related to INTJ personality type, cognitive functions, and psychological development.

Model Description

This model has been fine-tuned on comprehensive INTJ-related content including:

• INTJ developmental psychology and cognitive function theory
• Brain region mapping and EEG patterns related to personality types
• Personality psychology and trauma recovery insights
• Type dynamics, cognitive function development, and psychological growth

The model is designed to provide personalized, insightful responses about INTJ personality patterns, cognitive functions (Ni, Te, Fi, Se), developmental phases, and psychological well-being from an INTJ perspective.

Usage

from peft import PeftModel
from transformers import AutoTokenizer, AutoModelForCausalLM

# Load base model
model = AutoModelForCausalLM.from_pretrained("google/gemma-3-4b-it")
tokenizer = AutoTokenizer.from_pretrained("google/gemma-3-4b-it")

# Load fine-tuned adapter
model = PeftModel.from_pretrained(model, "monkwarrior08/gemma-3-INTJ_health_guide")

# Example usage
inputs = tokenizer("how does my intuition operate?", return_tensors="pt")
outputs = model.generate(**inputs, max_length=200, temperature=0.7)
response = tokenizer.decode(outputs[0], skip_special_tokens=True)
print(response)

Training Data

The model was trained on curated conversations covering:

• Cognitive Functions: Deep insights into Ni (Introverted Intuition), Te (Extraverted Thinking), Fi (Introverted Feeling), and Se (Extraverted Sensing)
• Development Phases: Phase I, II, and III of INTJ psychological development
• Neurological Patterns: Brain regions, EEG patterns, and cognitive processing differences
• Psychological Health: Defense mechanisms, ego development, stress management, and personal growth strategies

Dataset Source: The training data was generated from psychological texts and is available on Kaggle: INTJ Health Guidance Gemma3-IT Dataset

Key Features

• Personalized Responses: Uses "you/your" perspective for direct, applicable guidance
• INTJ-Specific: Tailored specifically for INTJ personality patterns and challenges
• Multi-turn Conversations: Trained on natural conversation flows with follow-up questions
• Comprehensive Coverage: Addresses cognitive functions, development, relationships, career, and psychological well-being

Example Interactions

User: "what's a zen state?" Model: "Your zen state involves your Ni function operating at optimal levels, where you're deeply absorbed in pattern recognition and insight generation. It's when you feel most aligned with your natural cognitive flow, free from external distractions that typically scatter Se types."

User: "how can i know if my left frontal lobe is functioning well?" Model: "You can assess your left frontal lobe function through your Te performance - how effectively you organize thoughts, make logical decisions, and execute plans. Strong Te function indicates healthy left frontal activity, showing in your ability to systematically work toward goals and articulate your Ni insights clearly."

Model Details

• Base Model: google/gemma-3-4b-it
• Fine-tuning Method: LoRA (Low-Rank Adaptation)
• Training Method: Supervised fine-tuning on conversation pairs
• Specialization: INTJ personality guidance, cognitive functions, psychological development
• Context Window: Supports multi-turn conversations
• Response Style: Direct, insightful, INTJ-oriented perspective

Intended Use

This model is intended for:

• Personal development and self-understanding for INTJs
• Educational purposes about INTJ personality type
• Psychological insight and cognitive function exploration
• Development guidance across different life phases

Limitations

• Specialized for INTJ personality type - may not apply to other types
• Based on theoretical frameworks rather than medical advice
• Should not replace professional psychological counseling
• Responses reflect training data perspectives and may not cover all individual variations

Ethics and Safety

This model is designed to provide supportive, educational content about personality psychology. It should not be used as a substitute for professional mental health services or medical advice. The insights are based on established personality theory and should be interpreted as educational guidance rather than definitive psychological assessment.

Citation

If you use this model in your research or projects, please cite:

@misc{gemma3-intj-guide,
  title={Gemma 3-4B INTJ Personality Guide},
  author={monkwarrior08},
  year={2024},
  publisher={Hugging Face},
  howpublished={\url{https://huggingface.co/monkwarrior08/gemma-3-INTJ_health_guide}}
}