She grabbed the brittle, yellowed document, crumpling it in her fist. Her throat tightened, a physical manifestation of the rising tide of displeasure. This wasn’t right. This couldn’t be right. Her brother, Leo, smirked across the oak table, the very picture of smug satisfaction.

“Finally, all mine,” he'd said, practically licking his lips.

The will had divided their grandmother's estate, a vast collection of rare books and historical artifacts. He got the collection, she received… a single, waterlogged plot of land.

Her hands shook as she pushed the crumpled paper away. The floral wallpaper of the sunroom seemed to shrink, closing in on her. Her vision blurred, the room swimming around her. Her chest felt constricted.

She wanted to scream, to shatter the crystal vase on the table, to tear apart the carefully curated façade of tranquility that had always defined their family.

“This is utter rubbish,” she managed to say, her voice barely a whisper.

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