The pretzel crumbs felt gritty between Amelia's teeth. Another delay announcement. Her stomach clenched. A low, unpleasant hum vibrated in her chest, mirroring the droning PA system. This was the third time, the third time the airline had pushed back her departure. She tapped a fingernail repeatedly against the window, watching the ground crew load baggage with glacial slowness. He’d be so disappointed. Her brother’s graduation.

She pulled out her phone and composed a text, then deleted it. Another. Then deleted that too. She hated all of them. The captain, the gate agent, the entire airline. She could feel the heat prickling at the back of her neck, a familiar burn. She pictured her brother, already on stage, his face radiant with accomplishment. It intensified the familiar irritation. She wanted to smash something.

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