"Think of it as a… a liberation," cousin Beatrice cooed, her perfectly manicured hand hovering over the antique necklace. It was a family heirloom, passed down through generations. But to Beatrice, it was just another accessory, an investment opportunity. I looked at the necklace, the intricate design, the weight of the past. The way she said 'liberation', like it wasn't about the woman's history, but her own profit. "We can get a good price, darling," she added, her voice a practiced melody of deceit. I could feel my skin crawl.

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