The realtor’s saccharine smile was the last straw. It was as if she was reveling in the destruction. Amelia’s hands trembled as she signed the papers. Each stroke of the pen felt like a betrayal. The air in the cramped office felt tight, suffocating.

She barely registered the agent’s parting platitudes. She wanted to scream, to lash out.

Outside, she walked past the house she knew so well, now looking like an abandoned dollhouse. Tears pricked at her eyes, but she refused to let them fall. She would not give them the satisfaction.

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