"You were always your father's favorite," she heard herself say, the words laced with a strange, dark satisfaction. He got the bulk of the inheritance. The vineyards. The vast, sprawling vineyards, stretching as far as the eye could see. She was left with the small, dilapidated cottage on the edge of the property.

She refused to meet his eyes. Her voice had changed, become icy. She felt a throbbing ache behind her eyes, a pressure building inside her skull. The air in the room felt thin, difficult to breathe.

She walked out without another word, her footsteps echoing on the stone floor. She left him standing there, his face a mask of bewildered confusion.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273