"Fairness!" Ben spat the word out like a curse. His fists balled, knuckles white. The old woman's house. His house. No, he'd imagined it. He'd envisioned it. He’d planned for it. He pictured Liam, his brother, sauntering in, expecting the same. The gall!

He ripped open a kitchen drawer, throwing its contents – a jumble of mismatched cutlery and dusty utensils – onto the floor. The clatter did little to soothe the storm inside him. The injustice of it all! He picked up a chipped teapot, considered flinging it at the wall, but instead, he set it down with a thud, the ceramic cracking a little more.

He stormed outside, the setting sun casting long, angry shadows. He would not stand for this.

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