The cold, stark words on the paper hit Amelia like a physical blow. A sense of betrayal washed over her, a deep, bitter taste in her mouth. She had always been a good tenant, courteous and respectful. Now, this! The nerve of them!

She felt a burning sensation in her throat, a rising tide of frustration and disappointment. The allegations were unfounded, ridiculous. She knew the truth, and she would make sure everyone else knew it too.

She balled her fists, knuckles white, a gesture of sheer defiance. She slammed the notice down on the kitchen counter, the sound echoing in the silent apartment. This was not the end. This was the beginning of a fight.

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