The office air suddenly felt thick, suffocating. David stared at the screen, the bright light reflecting in his wide, disbelieving eyes. *David’s Diary: A Peek Behind the Curtain*. He felt a primal urge to protect himself, a defensive instinct rising in his throat.

His carefully constructed reputation, the image of calm professionalism he'd cultivated over years, was now jeopardized. He clenched his jaw, his knuckles white. The diary detailed his embarrassing crushes, his insecurities, his adolescent rebellion. He imagined his colleagues reading it, sharing knowing glances, judging him.

He leaned back in his chair, suddenly exhausted. The world, he realized, felt suddenly unsafe. A low growl rumbled in his chest, barely audible.

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