The vending machine hissed and clunked, spitting out a bag of stale chips. Helen grabbed the bag, tore it open with unnecessary force, and shoved a handful of chips into her mouth, chewing slowly, deliberately. The announcement, plastered on every screen, had been as predictable as the weather.

The company, her workplace, her refuge, was being taken over. This was a tragedy. She’d always known, in the pit of her stomach, that this would happen. She was tired of the charade. She tossed the empty bag into the overflowing trash bin, the sound a small act of defiance.

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