What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal
Fuente:
arXiv
Saved in:
| Main Authors: | Cheng, Stephen, Wiegreffe, Sarah, Manocha, Dinesh |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Mechanistic?
by: Saphra, Naomi, et al.
Published: (2024)
by: Saphra, Naomi, et al.
Published: (2024)
Programming Refusal with Conditional Activation Steering
by: Lee, Bruce W., et al.
Published: (2024)
by: Lee, Bruce W., et al.
Published: (2024)
SteeringSafety: A Systematic Safety Evaluation Framework of Representation Steering in LLMs
by: Siu, Vincent, et al.
Published: (2025)
by: Siu, Vincent, et al.
Published: (2025)
HyperSteer: Activation Steering at Scale with Hypernetworks
by: Sun, Jiuding, et al.
Published: (2025)
by: Sun, Jiuding, et al.
Published: (2025)
Steering Without Breaking: Mechanistically Informed Interventions for Discrete Diffusion Language Models
by: Zhou, Hanhan, et al.
Published: (2026)
by: Zhou, Hanhan, et al.
Published: (2026)
Steer Like the LLM: Activation Steering that Mimics Prompting
by: Heyman, Geert, et al.
Published: (2026)
by: Heyman, Geert, et al.
Published: (2026)
Compositional Steering of Large Language Models with Steering Tokens
by: Radevski, Gorjan, et al.
Published: (2026)
by: Radevski, Gorjan, et al.
Published: (2026)
Steer2Adapt: Dynamically Composing Steering Vectors Elicits Efficient Adaptation of LLMs
by: Han, Pengrui, et al.
Published: (2026)
by: Han, Pengrui, et al.
Published: (2026)
FineSteer: A Unified Framework for Fine-Grained Inference-Time Steering in Large Language Models
by: Weng, Zixuan, et al.
Published: (2026)
by: Weng, Zixuan, et al.
Published: (2026)
COLD-Steer: Steering Large Language Models via In-Context One-step Learning Dynamics
by: Sharma, Kartik, et al.
Published: (2026)
by: Sharma, Kartik, et al.
Published: (2026)
Linear Representation Transferability Hypothesis: Leveraging Small Models to Steer Large Models
by: Bello, Femi, et al.
Published: (2025)
by: Bello, Femi, et al.
Published: (2025)
The Unreasonable Effectiveness of Easy Training Data for Hard Tasks
by: Hase, Peter, et al.
Published: (2024)
by: Hase, Peter, et al.
Published: (2024)
Steering to Say No: Configurable Refusal via Activation Steering in Vision Language Models
by: Yang, Jiaxi, et al.
Published: (2026)
by: Yang, Jiaxi, et al.
Published: (2026)
The Information Geometry of Softmax: Probing and Steering
by: Park, Kiho, et al.
Published: (2026)
by: Park, Kiho, et al.
Published: (2026)
Steering LLMs for Formal Theorem Proving
by: Kirtania, Shashank, et al.
Published: (2025)
by: Kirtania, Shashank, et al.
Published: (2025)
Word Embeddings Are Steers for Language Models
by: Han, Chi, et al.
Published: (2023)
by: Han, Chi, et al.
Published: (2023)
Steer LLM Latents for Hallucination Detection
by: Park, Seongheon, et al.
Published: (2025)
by: Park, Seongheon, et al.
Published: (2025)
SAKE: Steering Activations for Knowledge Editing
by: Scialanga, Marco, et al.
Published: (2025)
by: Scialanga, Marco, et al.
Published: (2025)
Learning to Steer: Input-dependent Steering for Multimodal LLMs
by: Parekh, Jayneel, et al.
Published: (2025)
by: Parekh, Jayneel, et al.
Published: (2025)
Understanding and Mitigating Dataset Corruption in LLM Steering
by: Anderson, Cullen, et al.
Published: (2026)
by: Anderson, Cullen, et al.
Published: (2026)
Endogenous Resistance to Activation Steering in Language Models
by: McKenzie, Alex, et al.
Published: (2026)
by: McKenzie, Alex, et al.
Published: (2026)
Focus On This, Not That! Steering LLMs with Adaptive Feature Specification
by: Lamb, Tom A., et al.
Published: (2024)
by: Lamb, Tom A., et al.
Published: (2024)
How Post-Training Reshapes LLMs: A Mechanistic View on Knowledge, Truthfulness, Refusal, and Confidence
by: Du, Hongzhe, et al.
Published: (2025)
by: Du, Hongzhe, et al.
Published: (2025)
Steering Large Reasoning Models towards Concise Reasoning via Flow Matching
by: Li, Yawei, et al.
Published: (2026)
by: Li, Yawei, et al.
Published: (2026)
Improving Steering Vectors by Targeting Sparse Autoencoder Features
by: Chalnev, Sviatoslav, et al.
Published: (2024)
by: Chalnev, Sviatoslav, et al.
Published: (2024)
Steering Large Language Models for Machine Translation Personalization
by: Scalena, Daniel, et al.
Published: (2025)
by: Scalena, Daniel, et al.
Published: (2025)
Brain-Grounded Axes for Reading and Steering LLM States
by: Andric, Sandro
Published: (2025)
by: Andric, Sandro
Published: (2025)
SAEs Are Good for Steering -- If You Select the Right Features
by: Arad, Dana, et al.
Published: (2025)
by: Arad, Dana, et al.
Published: (2025)
HelpSteer2-Preference: Complementing Ratings with Preferences
by: Wang, Zhilin, et al.
Published: (2024)
by: Wang, Zhilin, et al.
Published: (2024)
Extracting Unlearned Information from LLMs with Activation Steering
by: Seyitoğlu, Atakan, et al.
Published: (2024)
by: Seyitoğlu, Atakan, et al.
Published: (2024)
Steering Llama 2 via Contrastive Activation Addition
by: Panickssery, Nina, et al.
Published: (2023)
by: Panickssery, Nina, et al.
Published: (2023)
Steering the Verifiability of Multimodal AI Hallucinations
by: Pang, Jianhong, et al.
Published: (2026)
by: Pang, Jianhong, et al.
Published: (2026)
AlphaSteer: Learning Refusal Steering with Principled Null-Space Constraint
by: Sheng, Leheng, et al.
Published: (2025)
by: Sheng, Leheng, et al.
Published: (2025)
DSPA: Dynamic SAE Steering for Data-Efficient Preference Alignment
by: Wedgwood, James, et al.
Published: (2026)
by: Wedgwood, James, et al.
Published: (2026)
Improving Instruction-Following in Language Models through Activation Steering
by: Stolfo, Alessandro, et al.
Published: (2024)
by: Stolfo, Alessandro, et al.
Published: (2024)
Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning
by: Casademunt, Helena, et al.
Published: (2025)
by: Casademunt, Helena, et al.
Published: (2025)
Understanding and Steering the Cognitive Behaviors of Reasoning Models at Test-Time
by: Zhang, Zhenyu, et al.
Published: (2025)
by: Zhang, Zhenyu, et al.
Published: (2025)
SAEMark: Steering Personalized Multilingual LLM Watermarks with Sparse Autoencoders
by: Yu, Zhuohao, et al.
Published: (2025)
by: Yu, Zhuohao, et al.
Published: (2025)
Mitigating Overthinking in Large Reasoning Models via Manifold Steering
by: Huang, Yao, et al.
Published: (2025)
by: Huang, Yao, et al.
Published: (2025)
Multi-Attribute Steering of Language Models via Targeted Intervention
by: Nguyen, Duy, et al.
Published: (2025)
by: Nguyen, Duy, et al.
Published: (2025)
Similar Items
-
Mechanistic?
by: Saphra, Naomi, et al.
Published: (2024) -
Programming Refusal with Conditional Activation Steering
by: Lee, Bruce W., et al.
Published: (2024) -
SteeringSafety: A Systematic Safety Evaluation Framework of Representation Steering in LLMs
by: Siu, Vincent, et al.
Published: (2025) -
HyperSteer: Activation Steering at Scale with Hypernetworks
by: Sun, Jiuding, et al.
Published: (2025) -
Steering Without Breaking: Mechanistically Informed Interventions for Discrete Diffusion Language Models
by: Zhou, Hanhan, et al.
Published: (2026)