The attic air hung thick with dust and the ghosts of mothballs. Amelia, gritting her teeth, held the battered leather-bound book. Her mother's handwriting, spidery and familiar, filled the pages. “See the Northern Lights,” read one entry. “Bake a perfect sourdough.” Then, in bold letters: “Become a world-renowned sculptor.” Amelia slammed the book shut. Her mother had barely tolerated finger painting classes. Now, a sculptor? That was… something else.

Her jaw clenched. She tossed the book onto a pile of old floral dresses, the sound echoing in the cavernous space. Why hadn't she ever felt good enough for her mom? It was always her older brother, the architect, who got the praise. Amelia, the accountant? A disappointment, apparently.

She ran a hand through her hair, snagging on a forgotten bobby pin. She wanted to scream. Instead, she grabbed the book again, the leather cool against her skin. She had to know more.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217