The email announcing the reassignment arrived with the delicacy of a wrecking ball. *Customer Relations*. The words mocked her, echoing in the otherwise quiet office. Her lip curled, her eyes narrowed. She had worked so hard, for so long, to be recognized and rewarded, and now this?

She shoved her chair back with a screech, the sound grating on her ears. She grabbed her jacket, her movements stiff and deliberate, her face a mask of annoyance. She needed to get out, away from the sterile environment, away from the constant reminders of her perceived failure.

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