The phone rang again. It had been ringing all morning. Each ring a fresh stab of aggravation. Clara stared at the device, a knot twisting in her stomach. She knew who it was. The woman. The one who had birthed her father’s other child. The one who had decided to reveal this secret, this insult. Clara yanked the phone off the hook, the action abrupt and violent. She felt a flush rising on her neck, spreading through her chest. She needed to do something, something to release the tension. She slammed her fist down on the table, sending her teacup spinning to the floor in pieces.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290