He was driving, listening to the radio when he heard his name. An interview with the author. They were promoting the book. He pulled over to the side of the road, heart pounding. He felt a rage he rarely experienced.

He listened to the author's smooth voice, the practiced answers, the manufactured intimacy. The lies seemed to hang in the air around him. He gripped the steering wheel so hard his knuckles turned white.

He switched off the radio and gripped the wheel tighter. He was no stranger to public speaking, and he was quite good at it. He was going to use those skills now. And that author would regret it.

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