The coffee shop buzzed with chatter, but all Clara heard was the roaring in her ears. Across the small table sat her supposed ally, cheerfully explaining their identical research findings. They were so *proud*. A sharp, stinging sensation bloomed in her chest.

She forced a smile, a grimace that felt alien on her face. Her throat constricted. She took a sip of her coffee, the lukewarm liquid doing nothing to soothe her inner turmoil.

"Well," she said, her voice sounding thin and brittle, "isn't that... something?" She leaned back, as if physically retreating from the conversation. The air around her suddenly felt thick and suffocating.

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