The smell of baking bread, once a comfort, now felt like a deliberate act of sabotage. Claire’s mother, in the list, wanted to "Open a bakery." Claire squeezed her eyes shut. She'd known her mother was a frustrated artist, but this felt like a final jab at her.

She threw the list onto the kitchen counter, the paper landing with a slap. She could feel her heartbeat accelerating. She grabbed a wooden spoon, and began to forcefully mix the dough. Each turn of the spoon was a frustrated act.

She slammed the dough onto the counter, then aggressively punched it, over and over, until her knuckles ached. This was her mother's fault. Everything was her fault. She needed to break something.

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