The dampness of the basement clung to Sarah like a second skin. She felt a tremor in her hands as she examined the photograph. Her Aunt Mildred, the prim and proper spinster, was draped across a motorcycle, a cigarette dangling from her lips, an undeniable spark in her eye. The stories of Mildred's loneliness and quiet devotion had always been presented with such sadness. Sarah's mother would always tell her to be grateful for the love she has. "Your Aunt Mildred never knew a man like your father," she would say.

A knot formed in her stomach. Lies. All lies. Why? What was the point of all the deception? Why hide the truth?

She kicked at a box, sending old Christmas ornaments scattering across the concrete floor. The cold surface did nothing to help her.

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