"You need to cooperate," the dean said, her voice smooth and unyielding. Alex, however, sat in stony silence. The air in the dean's office felt thick, heavy with unspoken accusations. He had nothing to say.

He ran his tongue along his teeth, feeling the hard edges. He had done nothing wrong, and he would not give them the satisfaction of an apology, or even an explanation. His hands were clasped in his lap, almost pressing the flesh.

He stared out the window at the vibrant campus, at the carefree students strolling in the sunshine. He felt utterly disconnected, a prisoner of their accusations. He would not yield.

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