The email sat in Sarah's inbox, bold and accusing. Subject: *Important Family Matters*. She'd almost deleted it, assuming spam. Now, she wished she had. Her blood felt thick, heavy in her veins. She felt trapped, like a cornered animal. She looked out the window, at the rain lashing against the glass. The city lights blurred through the downpour, mirroring the distorted vision that had overtaken her. She felt a tremor in her hands as she reached for the whiskey bottle. She wasn't an alcoholic, she told herself. Just someone who needed to calm down. Someone dealing with the sheer audacity of this situation.

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