The ornate invitation, delivered in a gold envelope, felt heavy in her hand. “Come celebrate,” it announced, as if it was a victory she should be partaking in. She set it on the kitchen table, out of sight but definitely not out of mind.

She closed her eyes, and she could almost hear them: the whispers, the snickers, the subtle ways they had made her feel inadequate. The sting of their collective judgement still lingered.

She walked towards the window and looked out at the street. The thought of feigning enthusiasm or forced friendliness made her queasy. She would rather clean the toilet.

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