“They *what*?” Sarah asked, her voice dangerously low. Her friend, Emily, winced, explaining the situation on her phone. Sarah’s face darkened, her eyes narrowed. The cafe around them seemed to shrink, the chatter fading into a background hum.

She took a slow, deliberate sip of her coffee, the heat doing nothing to calm the chill that had settled in her bones. She set the cup down with a hard *thud*. This was an affront. A personal attack. She would not let it stand.

“I’m going to make them regret this,” she muttered, more to herself than Emily. Her fingers began to tap a frantic rhythm on the table. She already had a plan forming in her mind.

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