"Are you KIDDING me?" Maria practically spat the words at the bewildered nurse. The information in the medical file was a complete fabrication. Chronic back pain? A history of falls? She felt no pain, and she danced three times a week. The paper felt flimsy between her tense fingers. The sterile air seemed to thicken with her building resentment, a palpable force in the room.

Her mind raced, replaying every minor ache, every perceived imperfection in her life. Now, thanks to some clerical blunder, a stranger’s ailments were becoming hers. “I expect this to be rectified immediately," she said, her voice tight, controlling the tremor in it. She folded her arms across her chest. She needed to get to the bottom of this, right now.

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