He arrived home, his briefcase heavy, his spirit weary. And there, in its usual place, was an empty rectangle of asphalt. He stopped dead. He ran through the possibilities - car stolen? Accident? Then he spotted the tow truck, disappearing around the corner.

His shoulders slumped. He felt a deep, pervasive weariness settle over him. He knew what was coming: the hassle, the fees, the accusatory looks. He pictured himself having to deal with the inevitable officious drones at the impound lot.

He would follow them to the ends of the earth. He would make this their greatest ordeal.

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