The gallery owner, a simpering man named Phillip, practically vibrated with obsequiousness. He gestured towards the new exhibit – *her* exhibit – with a flourish. "Magnificent! Simply magnificent! And, as you can see, the public adores it." He beamed. Amelia's stomach clenched. She hadn’t expected to see *him* here. He was leaning against a wall, arm casually flexed, the exact image of her "Wandering Willow" sprawling across his bicep.

Amelia’s fingers curled into fists. The Willow, a piece that had cost her months of anguish and joy, was now a fashion statement. A piece of vulgar body art. She almost choked on the lump that formed in her throat.

"Did you...did you give him permission?" she managed, her voice tight and unfamiliar. Phillip blinked, startled. “Oh, no, dear! The tattoo artist claims it's a homage. A…tribute.” Phillip’s smile faltered. He clearly didn’t understand the depth of her irritation.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256