The CEO’s platitudes about "new opportunities" and "synergy" washed over Sarah like a particularly unpleasant wave. She stared at him, her expression carefully neutral, while inside, a storm raged. The carefully crafted PowerPoint presentation, the slick marketing language – all felt like a mockery.

She'd known, of course. She had seen the preliminary reports, the hushed conversations in the parking lot. The way the higher-ups were preparing for their departure. But the sheer gall of the CEO, to stand there and pretend this was a good thing, a positive development… She leaned back in her chair, the leather creaking under her weight. Her lips curled into a slight grimace.

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