The wind howled, a familiar guest in these parts. Arthur watched the tree’s descent from his front porch, a smugness blooming in his gut. His nemesis, Mr. Henderson, would now have to deal with the aftermath.

He remembered the constant noise from Henderson’s kids, their soccer balls perpetually landing in his yard. And the unsolicited advice about his gardening techniques. This, he thought, was a fitting consequence.

He lit a cigarette, the smoke curling up into the sky. It was a beautiful day, perfect for a bit of schadenfreude. He leaned back in his chair, taking another drag, and waited.

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