The air crackled with a tension that mirrored the static electricity building between her fingertips. She paced her small apartment, the worn floorboards groaning under her agitated strides. She’d spent weeks, months even, curating a perfect research proposal, only to have the rug pulled out from under her. It wasn’t fair. Each step felt like a stomp, each breath a tight, constricted gasp. She slammed her fist on the kitchen counter, the action a violent punctuation mark.

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