The small, cramped office space felt even smaller, the air thick with unspoken tension. She’d been meticulously crafting a cutting email to a difficult client, laying out the issues with their demands. She’d aimed to forward it to her coworker, Sarah, for a second opinion and a shared moment of commiseration. She looked down at the message: it was sent to the client.

Her jaw tightened, her face becoming a mask of controlled fury. She imagined them reading it, the offended faces, the inevitable conflict. The blood seemed to rush to her head, making her dizzy. She felt a burning sensation in her chest.

She stood up abruptly, knocking over her chair with a loud crash. She needed to move, to do something, anything. The sudden noise did little to relieve the tension.

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