“I can’t believe this!” Clara exclaimed, her voice sharp enough to cut glass. She was pacing the confines of her small office, the familiar scent of old paper and stale coffee now incredibly irritating. Her foot tapped a rapid rhythm against the hardwood floor, a counterpoint to the racing thoughts in her head. The audacity of the deception, the sheer gall of it, filled her with a simmering heat.

She slammed her fist on the desk, scattering papers. It was the principle of the matter. He had wasted her time, her emotional investment. He had to know he had truly messed up.

She snatched her phone, her thumb hovering over the call button. The urge to confront him, to see his reaction, was overwhelming. She swallowed hard, struggling to maintain a semblance of control. This charade was going to end now.

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