"The Duchess's Delight! The newest sensation!" The advert blazed from the magazine, featuring a picture of the chocolate cake. It was the name that did it. That was what her mother had always called it. Sarah's mother, a woman who had taught her everything, who had died a year ago. It was her cake, not this "Duchess."

Sarah's face felt hot, and her hands clenched into fists. She felt a sudden, almost uncontrollable urge to destroy something, to lash out at the injustice. She threw the magazine into the trash, the action giving her no relief. She wandered to the window, staring out at the world, feeling utterly adrift.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290