The meticulously crafted model train layout, a miniature world of tunnels, bridges, and tiny towns, had been Arthur’s pride and joy. Now, his son, Ben, was dismantling it piece by piece, adding garish details, and derailing the carefully planned routes. The air in the train room felt thick, oppressive. Arthur's throat felt constricted.

“Ben, can’t you see you're ruining it?” Arthur's voice was hoarse.

Ben just shrugged, his face lit with a manic enthusiasm. "I'm making it better, Dad!"

Arthur felt a physical ache in his chest, a heavy weight pressing down on him. He turned and slammed the door, needing to escape the miniature world that had become a source of frustration.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296