The airport felt like a pressure cooker. Rain lashed against the windows, mirroring the tempest brewing inside Beatrice. She glared at the gate agent, who offered a placid smile and vague reassurances. Her son’s graduation was today, a milestone she’d promised to attend.

She paced the terminal, the constant chatter and the smell of stale coffee amplifying her unease. The plane was late. She had to be there. She could feel the beginnings of an angry headache behind her eyes. Why did everything have to conspire against her? This was simply unfair.

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