I sat at the coffee shop, the book open in front of me, the words a bitter echo of my own. My palms were clammy. The waitress came and asked if I needed anything. I barely acknowledged her. Every sentence was a betrayal. I felt a pressure building in my chest, a need to scream, to lash out. This wasn't just about the words; it was about the years of work, of dreaming, of believing. He was a thief, a liar, and I, for now, had to remain silent. I took a deep breath, and slammed the book shut. I knew what I needed to do.

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