The elevator ascended, the numbers ticking upward with agonizing slowness. Inside, Peter stood shoulder-to-shoulder with John, the new Head of Marketing. John exuded an aura of casual superiority.

"Great news about the promotion, John," someone said. Peter just grunted in response. His jaw clenched. He stared at the floor, focusing on the scuff marks on his shoes.

He felt a burning sensation in his cheeks. He could hear John's voice, friendly and professional. He wanted to scream. When the elevator doors finally opened on his floor, he practically bolted out, eager to be away from the congratulatory atmosphere.

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