The paper crackled in Eleanor’s trembling hands. An eviction notice. After five years of meticulously paying rent, of keeping the apartment spotless, of being, frankly, the perfect tenant. Her jaw tightened, the muscles aching. She crumpled the offending document into a ball and threw it against the wall. “Unbelievable,” she muttered, her voice tight with suppressed fury.

She paced the small living room, her movements jerky and erratic. The cheap, floral-print wallpaper seemed to mock her. Each step was accompanied by a frustrated exhale, a puff of air that rustled the blinds and shifted the dust motes dancing in the afternoon sun. She fisted her hands, nails digging into her palms.

The landlord, Mr. Henderson, a man she’d always considered pleasant enough, had the audacity to claim she was in violation of the pet clause, a clause she'd carefully adhered to. Her chihuahua, Princess, a tiny, well-behaved creature, was practically invisible. She grabbed her phone, her fingers fumbling with the numbers as she prepared to unleash a verbal storm.

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