Her voice cracked as she spoke to her parents. She couldn't keep the tremor out of her voice. She felt like a trapped animal, thrashing against unseen bars. She'd expected this, worked for this, *earned* this. The injustice of it all was almost unbearable.

She excused herself and went to her room, slamming the door. She sat on the edge of her bed, her hands clasped tightly together, knuckles white. She dug her fingernails into her palms, trying to distract herself from the fury that threatened to consume her.

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