The letter felt like a cold hand on Alice's shoulder. She reread the words, each sentence a stab. The incident, so long ago, had left a deep scar. She'd worked diligently to hide the wound, to appear strong, unaffected.

She slammed the letter down, causing the tea in her delicate porcelain cup to slosh over the rim. She grabbed a napkin and furiously dabbed at the spill. Her knuckles were white, her breath came in short, sharp bursts.

“How dare he,” she whispered, her voice barely audible. She glanced around her perfectly decorated living room, suddenly seeing it as a gilded cage. She got up abruptly and started pacing the room, the anger bubbling just beneath the surface.

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