The email arrived, a bland notification informing Leo his photographs were being used for a commercial. He deleted it immediately. He could feel his heart hammering against his ribs. The images, his intimate portraits, were being exploited without a word. He would not be brushed aside.

He spent the next hour pacing his small apartment, the silence amplifying his rage. He knew the company; they were known for cutting corners. He had to act. He would not allow this disrespect.

He grabbed his jacket, the familiar weight a comfort. He would not let them get away with 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