The Christmas card arrived in the mail, addressed to "The Smith Family." Inside, a photograph of a smiling woman and two children. Her "sister", and her nephews. Clara felt a surge of nausea. She tossed the card into the trash without a second glance.

The next few weeks were a blur. She stopped speaking to her mother. She cancelled her annual holiday trip. She spent most of her time alone, staring out the window, watching the world go by.

One evening, she found herself standing in front of the mirror, her reflection gaunt, her eyes devoid of light. She didn't recognize the woman staring back at her.

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