She stared out the window, the cityscape a blur of grey. The new hire, a young man fresh out of college, sat opposite her, his notepad poised. She was supposed to be showing him the ropes. She was supposed to be helpful and friendly.

Instead, a feeling of deep discontent gnawed at her insides. It was a cold, sharp pain that settled in her stomach. She felt as though something vital had been stolen from her. The sense of unfairness was overwhelming.

She finally turned back. "Okay," she said, her voice flat and emotionless. "Let’s begin." She pointed to the computer screen with a jerky movement of her finger.

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