The throbbing in Sarah’s temples intensified with each strike of the hammer. She squeezed her eyes shut, trying to find a moment of peace, but it was useless. The noise was inescapable.

She’d spent the morning cleaning, trying to distract herself, but the clatter and bang relentlessly invaded her sanctuary. She began to pace her living room, her steps quick and agitated.

She found herself staring at the wall, the same wall that connected to the offending neighbor's house. She envisioned a hole, a gaping maw that would swallow the noise whole. She clenched her fists until her nails bit into her palms.

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