“A friend request from Lisa Baker.” The words were a bitter pill to swallow. Claire felt a sudden, sharp pain in her chest, a physical manifestation of a years-old wound. The anger was a constant companion.

She saw the photo, a carefully constructed image of success and happiness. The carefully coiffed hair. The designer clothes. The seemingly perfect life. She felt the bile rise in her throat.

She opened the profile. It was all a lie. She shut the screen. She needed a drink. She poured a large measure of whiskey, then another. The burning sensation was a welcome distraction.

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