The blandly worded email sat like a lead weight in her inbox. “Improvements.” The audacity. The sheer, unadulterated nerve of it all. It felt like a deliberate personal attack. She felt a knot forming in her stomach.

She slammed her laptop shut, the sound echoing unnervingly in the quiet apartment. She felt a burning sensation in the back of her throat, and her fists clenched until her knuckles were white.

She paced the length of the living room, a storm of thoughts and emotions swirling inside her. She needed to take action, to fight back, to make them understand. She wouldn't let them win.

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