The award ceremony. The glittering hall, the champagne flutes, the self-congratulatory atmosphere. And on the stage, accepting the award for his project, stood Ms. Davies, a woman who had barely lifted a finger while he did all the work. It felt physically difficult to breathe. Liam swallowed hard.

His face was a mask of polite indifference as he clapped, his hands feeling numb. His feet ached. The room was spinning.

Later, he stood outside, away from the festivities, and watched the city lights flicker. He felt a profound sense of isolation. No one knew the truth.

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