Her breath hitched as she scrolled through the website. She recognized the faded purple cover immediately. Her old diary. *Her* diary, detailing all her adolescent obsessions and insecurities. A vein pulsed in her temple. She could feel a flush creeping up her neck. This was a violation.

“Unbelievable,” she muttered, her voice barely a whisper. She spun around, her chair squeaking against the polished floor of her study. The sunlight streaming through the window seemed to mock her, highlighting the dust motes dancing in the air.

She grabbed the phone, her fingers trembling as she dialed the publisher's number. The hold music was chirpy, cheerful, and utterly inappropriate. When a voice finally answered, she launched into a tirade, her voice rising with each sentence.

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