"So, Aunt Millie was a… flapper?" Ethan drawled, the photograph between his fingers trembling. The woman in the picture, his great-aunt, was nothing like the sweet, slightly dotty old woman he remembered. This woman wore daring lipstick, a beaded dress, and a mischievous expression that made his stomach churn. His mother had always painted Aunt Millie as a quiet churchgoer, a picture of domesticity. Ethan set the photo down, pushing his chair back from the table. The carefully constructed façade of his family’s history – it all felt like a sham.

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