The morning sun streamed through the windows, illuminating the dust motes dancing in the air. Sarah found her husband, Ben, sitting at the kitchen table, a book open in front of him. It was a language textbook, and the letters on the cover were unfamiliar. She knew, then.

She walked in and poured herself a coffee, the rhythmic sound of the percolator the only sound. Ben glanced up, smiling tentatively. "Buenos días, mi vida," he said. He'd been practicing his Spanish. Sarah stared at her coffee. She did not look at him. She took a long, slow sip. She refused to acknowledge his greeting. He seemed to shrink under her continued silence. She pretended to be consumed by the crossword puzzle in the newspaper.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385