The world seemed to shrink around Sarah. The article, her research, now credited to someone else, felt like a personal assault. Her breath hitched. She slammed her fist on the desk. The email mocked her with its cheerful tone. She would not reach out to the editor. Not yet.

She went to her garage and started moving everything around. She reorganized her tools, sorting them and placing them in order. She felt that if she organized her garage, maybe she would be able to organize her mind. The garage became neat, clean, with everything in its place.

She looked at her hands, and then began the process all over. She kept repeating this process. She would not accept this.

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