The book lay open on the coffee table, its pages filled with neat, unfamiliar script. He recognised the cover – a language learning guide. He’d never shown any interest in his wife, Sarah’s, heritage. The mere thought of it was a point of friction between them.

A coldness settled in his chest. A simmering unease. He stalked through the house. The way she'd been acting, all bright-eyed and secretive lately, had bothered him. All the time, she'd been learning Mandarin.

He found her in the garden, watering the roses. She smiled at him, but her expression held a strange, new distance. It felt as though she'd built a wall, brick by brick, and that he stood on the wrong side. He didn’t reply, instead turning away and heading upstairs.

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