“Well, this is just peachy,” David muttered, running a hand through his hair. His fingers were already twitching. Mrs. Crabtree, a woman who seemed to have been born old, beamed from the school’s front steps. She was directing traffic, a vision of absolute control.

He could practically smell the familiar scent of her overpowering perfume. The vivid imagery of her red pen, slashing through his carefully constructed essays. He suddenly became aware of how tight his shirt was.

He cleared his throat. He saw his daughter’s excited face as she ran towards her friends. He gritted his teeth. He felt a powerful urge to just turn and walk away.

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