The words blurred before his eyes. He blinked, but they refused to cohere into a coherent meaning. The audacity! He’d always paid on time, always been respectful. He’d even helped the old woman in the apartment below with her groceries last week.

He crumpled the notice in his fist, crushing it until it was a small ball. He closed his eyes and took a deep breath. He would not show them how furious he was. He walked into the kitchen and poured himself a glass of water. He would not give them the satisfaction of knowing they had gotten to him.

He slammed the glass down on the counter. The glass shattered.

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