The casual tone grated on her nerves. She felt a knot of tension forming in her shoulders. The request, so simply delivered, felt like a deliberate provocation. She glared at the man, a muscle twitching in her cheek.

Her carefully constructed world, her perfect patch of green, was now threatened. The idea of sharing, of compromise, filled her with a profound sense of resistance. The thought of other people, treading on her space, brought a rush of agitation.

She stood frozen, the warmth of the sun suddenly oppressive. The air felt heavy, and she could hardly breathe. She wanted to scream, to lash out, to defend her precious territory.

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