"She got what?" Amelia exclaimed, the sound echoing in her otherwise silent apartment. "She got my dog wrong! And my *favourite* food?" She was practically vibrating. She paced the length of her tiny living room, the book a weapon in her hand. The "author" had taken her life, twisted it, and presented it to the world as… well, as something unrecognizable.

Amelia’s jaw clenched. The very idea filled her with a hot, churning sensation. This stranger, this… this person, had misrepresented everything. She stopped pacing and slammed the book down on her small table. She needed a drink, a very strong drink. And a lawyer.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256