The old house smelled of dust and forgotten things. He kicked at a loose floorboard. The will was a joke, a cruel, elaborate prank. Their parents’ antique shop, a treasure trove of historical artifacts, was to be split. His sister, Eleanor, the historian, received it. He, a struggling writer, was left with… nothing, but responsibility for the family’s cats.

He felt a cold, hard knot form in his stomach. He was being treated as less than, disposable. He glanced out the window, at the gray, overcast sky, its bleakness mirroring his mood. He felt trapped, cornered.

He wanted to scream at the empty room, to shatter the silence. Instead, he took a deep, shuddering breath. He felt the familiar ache in his chest, the weight of the anger.

He felt a compelling urge to do something, anything, to break the monotony.

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