He’d always described his father as a war hero. A quiet, brave man who'd faced down Nazis with grim determination. Liam stared at the photograph, the details blurring. The man in the picture was smiling, yes, but not in any way that suggested heroism.

The image captured his father in a beer garden, surrounded by German soldiers, raising a stein in a toast. Liam felt the blood rushing to his face, his vision narrowing.

He ripped the picture from the album, the paper tearing raggedly. A choked sound escaped his lips. He needed air, needed to be anywhere but there, surrounded by the ghosts of his father's falsehoods.

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