The room was too bright, the fluorescent lights buzzing overhead. He sat across from the panel, his back ramrod straight. The questions, simple and direct, felt like an accusation. They wanted to know about his weaknesses, his shortcomings. He gave them the bare minimum, focusing on the facts, the data.

His friend, Jessica, was sitting beside him. She was laughing, joking, and filling the room with her enthusiasm. He looked at her and felt the familiar tightening in his chest. Each positive comment she gave seemed to chip away at his chance. He wouldn’t be like her.

The interview ended quickly. He didn’t wait for the pleasantries. He stood up, nodded curtly, and left. He'd never see her again.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349