The late afternoon sun cast long shadows across the yard. The elm had fallen, a twisted mass of branches across the fence, and into her carefully cultivated vegetable garden. She stood rigidly, hands clasped behind her back. Her breathing was shallow. Her neighbor, a young man named Ben, hurried towards her, his face etched with worry. “I’ll pay for everything, Sarah! The fence, the garden… I am so, so sorry.” Her lips pressed into a thin line. She looked from him to the uprooted tree, and then walked towards her house, not saying a word.

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