arXiv:2606.16240v1 Announce Type: new Abstract: Activation steering has emerged as a powerful tool for shaping the behaviour of large language models at inference time, yet most prior work injects a \emph{single} semantic direction into the residual stream. We study the richer setting in which two semantically opposing steering vectors are superimposed -- a regime we call \textbf{Creative Collision}. Concretely, we construct directorial persona vectors for Steven Spielberg (optimistic, redemptive moral valence) and Martin Scorsese (dark, morally ambiguous) via mean-difference activation contra
The paper builds on recent advancements in activation steering, pushing the boundaries of real-time LLM control and demonstrating more nuanced, multi-directional influence during inference.
This research provides a more sophisticated method for controlling LLM behavior, allowing for dynamic, persona-driven outputs that could lead to more adaptive and conflict-aware AI systems.
The ability to superimpose semantically opposing steering vectors, rather than a single direction, introduces a new paradigm for fine-grained, real-time control over LLM outputs and their underlying moral or stylistic valences.
- · AI developers
- · Creative industries using Generative AI
- · AI ethics researchers
- · Developers relying on static prompt engineering
More sophisticated and context-aware AI agents can be developed with dynamic persona steering.
This improved control could lead to more nuanced AI-generated content capable of simulating complex human interactions or debates.
The enhanced ability to model and control 'moral valences' in real-time could impact the development of truly autonomous, ethically-aligned AI agents operating in complex environments.
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Read at arXiv cs.CL