He'd been raised on tales of a hard-scrabble life, of a father who’d pulled himself up by his bootstraps. Now, Leo stared at the photographs, each one a slap in the face. His grandfather, decked out in expensive suits, posing in front of a luxury car.

Leo threw the album across the room, it hitting the wall and scattering the pictures across the floor. He paced the length of the living room, his jaw clenched, his hands balled into fists.

The curated history his family had presented him with felt like a punch in the gut, leaving him breathless and reeling. He smashed his fist against the wall.

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