mlsanityData to 14 Oct 2026

The Geometry of Personality: Activation Steering with Jungian Cognitive Functions

arXiv 2607.20803 ↗First posted 23 Jul 2026cs.CL cs.AI cs.LGcited by 0

On the map: Mechanistic interpretability → Activation steering methods

Abstract (arXiv)

Controlling combinations of personality-related tendencies is important for adapting large language models to diverse interaction needs. But successful single-trait steering does not establish how to construct interventions for joint targets, or whether existing trait directions adequately represent them. We introduce a target-first framework that directly extracts steering directions from joint personality targets and then examines their decomposition into individual directions. To support this framework, we construct NarrationDB, linking character self-narrations to automatically evaluated joint scores across eight Jungian-inspired functions, a correspondence not directly available in existing Big Five- or MBTI-oriented resources. Experiments on three models demonstrate questionnaire-score controllability across the eight functions and coordinated changes in a tested two-function target. Directly extracted joint directions are better approximated by their corresponding individual directions than by unrelated pairings, but retain substantial residual components. Our work provides a method and resource for investigating joint personality control, with evidence that individual steering directions capture part, but not all, of the structure of joint targets.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Activation steering methods, one of 13 directions in Mechanistic interpretability. Builds on 8 of its 30 references that are in the map. First posted on arXiv 23 Jul 2026.

Builds on

8 of 30 references.

Closest ancestors · 1

Same direction, newest first

  1. 2023Steering Llama 2 via Contrastive Activation Addition9 Dec

Other references · 7

  1. 2023The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasetscited by 712
  2. 2025Persona Vectors: Monitoring and Controlling Character Traits in Language Modelscited by 345
  3. 2025Layer by Layer: Uncovering Hidden Representations in Language Modelscited by 311
  4. 2024The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalitiescited by 69
  5. 2024Identifying and Manipulating Personality Traits in LLMs Through Activation Engineeringcited by 14
  6. 2025Linear Personality Probing and Steering in LLMs: A Big Five Studycited by 9
  7. 2025From Rational Answers to Emotional Resonance: The Role of Controllable Emotion Generation in Language Modelscited by 6

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2025Activation-Space Personality Steering: Hybrid Layer Selection for Stable Trait Control in LLMs
  2. 2026Do Personality Traits Interfere? Geometric Limitations of Steering in Large Language Models
  3. 2026Intrinsic Guardrails: How Semantic Geometry of Personality Interacts with Emergent Misalignment in LLMs
  4. 2025The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs
  5. 2025What Can We Actually Steer? A Multi-Behavior Study of Activation Control
  6. 2026Steering Geometry: Validating Human Value Geometry in LLM Steering Space
  7. 2025Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness
  8. 2025The Geometry of Persona: Disentangling Personality from Reasoning in Large Language Models