The attic air hung thick and dusty, catching in Eleanor’s throat. She slammed the lid of the trunk closed, the wood groaning in protest. Another lie. Just like all the others. A photograph, clutched in her hand, depicted her grandmother, the saintly matriarch, arm in arm with a man who wasn't her grandfather, laughing uproariously at some unseen joke. Her knuckles were white. Her grandmother had always painted a picture of a perfect marriage, a beacon of familial stability. A bitter laugh escaped her. This whole family was built on a foundation of carefully constructed falsehoods.

She tossed the photo onto the growing pile of evidence. Each image, each faded smile, a fresh betrayal. The attic seemed to shrink, the silence pressing in on her. The more she found, the more the world twisted.

Eleanor's heart thumped a frenzied rhythm against her ribs. She felt the sudden urge to break something, anything.

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