The eviction notice landed on David’s doorstep like a venomous snake. He picked it up gingerly, as if it might bite. A wave of heat flushed his face, and his vision swam for a moment.

He crumpled the paper in his hand, the edges tearing under the pressure. His breath hitched in his throat. He felt a throbbing sensation behind his eyes. He went to his fridge, grabbed a beer, and chugged it down in three massive gulps.

He slammed the empty bottle on the counter, the noise echoing in the quiet apartment. He hated feeling trapped, helpless. This felt like a punch in the gut, a betrayal.

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