The café buzzed with the chatter of tourists and the aroma of roasted coffee. Amara recognised the woman immediately. She’d spent months perfecting the delicate curves and vibrant hues of her floral piece, now a permanent fixture on the woman’s upper arm. A damn cliche. Amara was so irritated.

She had her hand on the woman’s shoulder before she could think.

"It looks... familiar," Amara stated, forcing a pleasant tone. She was shaking with anger.

The woman beamed, "Isn't it gorgeous? I found it on Pinterest." Amara felt a surge of nausea. She would show them.

She turned to her own backpack and pulled out a fresh sketchbook. She would use the florals, yes. But she would add thorns, and shadows. Something the tourists wouldn't know.

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