The bus rumbled down the road, and as she neared the familiar spot, Maria felt a tremor of anticipation. But when she looked out the window, her breath caught. The cherry tree was missing. Her hand flew to her mouth. She had nurtured that tree with love and care, and now, it was nothing.

A wave of bitter disappointment washed over her, followed by a surge of something hot and sharp, like a physical pain. She squeezed her eyes shut, trying to contain the fury bubbling within. She wanted to scream. She wanted to shout.

She clenched her jaw. She had to find out who had done 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