The attic air hung thick with dust motes dancing in the lone sunbeam. Amelia coughed, waving a hand in front of her face as she rummaged through a trunk overflowing with her mother's past. She’d been ordered to clear the space, a task she attacked with a sharp-edged pleasure. Finding the letter, neatly typed on aged paper, felt like a small victory. “To the esteemed Mr. Henderson,” she read aloud, her voice dripping with mock formality. It was a resignation, a scathing indictment of the company’s ethics. Her mother had never spoken of this time in her life, glossing over her job at the bank with vague pronouncements of “good times.” Amelia folded the letter, a grin spreading across her face. This was better. This was real. She decided to keep it.

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