“Another one?” Liam barked at his wife, his voice rough. The hidden room, a small, claustrophobic space under the stairs, was the final straw. He'd been promised a finished basement. He'd poured his savings into this house.

He paced, his boots thudding on the bare floorboards. His wife, bless her heart, had tried to explain the "charm." Charm? It was a nightmare. A constant, relentless cycle of problems and setbacks. The world was out to get him.

He slammed his fist against the wall, the impact sending a jolt up his arm. The pain, at least, was a distraction. He wanted to break something, to destroy the source of his troubles.

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