The clinking of the ice cubes in the crystal glasses, the gentle hum of conversation, the perfect lighting. The party at the Peterson's was a visual assault. He stood stiffly near the buffet table, barely touching his miniature quiche. He hated this. He hated them.

He'd always known something was off, that the Peterson's were a little too…perfect. Now, the truth was out. He knew the source of all their apparent fortune, and it made him want to smash something.

His own life felt dull in contrast. He wanted to shout, scream, to expose them. He took a deep breath, forcing himself to appear calm and collected. He plastered a fake smile on his face, trying to blend in as he reached for a tiny sandwich.

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