The fluorescent lights of the office hummed, amplifying the silence between David and his successor. He leaned back in his chair, his arms crossed, observing the other man with a detached curiosity. “So, you know about the Johnson account?” he asked, his voice low and devoid of enthusiasm.

He pulled up the complex client file, the information displayed in a way that made it deliberately hard to follow. He sped through the key aspects, the pace almost mocking the new guy's attempts to keep up. He then offered vague, unhelpful answers to any questions he was asked.

Later, he deliberately left out crucial files, and didn't mention an important client meeting. Then, when the inevitable mistakes began to pile up, he feigned surprise, arching an eyebrow. “Oh, you didn’t know? Interesting.”

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