The punch bowl threatened to tip as she slammed it down. “Unbelievable,” she hissed under her breath. David, her boyfriend, had somehow managed to completely overlook her birthday when making his plans. A party? On the same day? The blood was pounding in her ears.

She felt a tremor in her hands as she reached for the phone. This was not the time for pleasantries, for sugar-coating. This required directness. She needed him to understand the extent of his mistake.

She stormed out of the kitchen, her movements abrupt and hurried. The house felt too small, too confining. Each step felt like a stomp. She felt a bitter taste in her mouth.

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