“Congratulations, again!” David boomed, slapping me on the back during our celebratory lunch for a different project. His exuberance was like a physical blow. The food tasted bland, even though it was my favorite restaurant.

I stared at my plate, picking at the salad. His voice droned on, recounting the details of his first week. Each anecdote felt like a deliberate attempt to rub it in. The sound of his happiness felt like nails on a chalkboard.

I had to excuse myself, claiming a headache. Outside, the world seemed overly bright, the sounds of the city too loud. I needed to escape.

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