The lawyer’s voice was a monotonous drone. “To Arthur… the library and its contents.” Arthur’s fingers were drumming on the worn wooden table. He had spent his childhood lost in the pages of his father's books. His sister, Clara, sat beside him, tapping her foot impatiently. “And to Clara… the art collection.”

Arthur felt a stab of confusion, and then, a slow burn of resentment. The art collection! Their father’s passion! The collection he had, with his father, spent years curating. He had even studied art history, for God's sake. The lawyer offered a cursory glance at Arthur, who felt suddenly invisible.

He managed a tight smile. He wanted to scream. He was going to spend his days in silence, surrounded by pages, while she would go on, to be celebrated.

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