“Look, Dad,” his daughter pleaded, her voice tinged with exasperation. “There’s nothing you can do.” He didn’t look at her. He continued to pace, a slow, deliberate circuit around the perimeter of the property. The wind whipped at his clothes, a constant, nagging presence. He felt his face, tight and rigid, as if carved from stone. He would not surrender. He would not give in. He would not agree. His gaze fixed on the familiar silhouette of his home, now framed by the ominous shapes of the approaching machinery.

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