The headline screamed at him: "A Culinary Catastrophe." Chef Kai slammed the paper down on the table, the force rattling the coffee cups. He took a deep breath, trying to regain some semblance of composure. "Bland… pedestrian… utterly forgettable." The critic’s judgments were like poisoned darts.

He walked through the kitchen, a volcano about to erupt. He watched his team work, their faces etched with the familiar pressures of a busy service. He wanted to tear apart the entire place.

He grabbed a knife and aggressively chopped some vegetables. His knuckles were white. He was normally so graceful, so deliberate in his movements. Now, every chop was a furious act of defiance. He flung the knife into the sink and slumped.

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