The notification pinged on Maria's phone, the words "HR Update" burning in her eyes. Her fingers fumbled as she unlocked the device, the screen light reflecting in her widened eyes. She'd built her career in the engineering department, and she felt like someone had snatched the rug out from under her feet. Now she had to move to the project management department.

She felt a hollowness in her stomach, a feeling that threatened to consume her. Her hands trembled as she deleted the email. She wanted to scream. She pictured herself storming into her manager's office, shouting, and leaving in a blaze of glory. Instead, she sat frozen, her posture stiff, as if braced for a blow.

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