The cold, impersonal words on the paper swam before Maria's eyes. They were a slap in the face. She'd always been a responsible person, always done what was asked of her, paid on time. Now, this! The sheer gall of it! She felt a knot forming in her stomach, a tightness that made it hard to breathe.

She reread the eviction notice, her lips twisting into a bitter grimace. The accusations were baseless, ridiculous. The landlord, a woman who rarely returned his calls, now had the nerve to say she was disruptive. Her neighbors? They loved her. They were always borrowing sugar, and she had always been kind and courteous.

Maria slammed her fist on the table, the force rattling the dishes. She felt a heat rising in her chest, a burning sensation that threatened to erupt. She’d fight this, she vowed. She wouldn't let them get away with this.

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