The old house felt hollow, the sunlight failing to warm it. Clara ran her fingers over the list, the paper thin and worn. "Learn to play the piano." Her mother had never even learned to drive. The unfairness of it all clenched at her gut.

She paced the living room, the floorboards groaning under her weight. She stopped in front of the piano, the keys gleaming. It had been her mother's. Now, it was just another reminder.

She lifted the lid and slammed it back down, the sudden loud sound echoing in the room. She turned and swept everything off the top of a side table. The items clattered as they hit the floor. She did not bother to pick anything up.

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