The attic's dim light barely illuminated the letter. Sarah, perched precariously on a rickety stool, felt a familiar pressure building behind her eyes. The unopened envelope, addressed to her brother, held a secret she’d guarded for decades. The words were a bitter lament, a plea for understanding she’d never dared to voice.

She recognized the tremor in her own long-ago handwriting, a reflection of the turmoil she felt then. Her hands trembled as she forced it open. The words spilled out, a torrent of resentment she’d meticulously kept bottled up. A flush crawled up her neck as she reread the accusations. A silent scream clawed at her throat.

She slammed the letter shut and threw it across the room. She turned and stomped down the stairs.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296