The cobwebs brushed against her face as she climbed the rickety steps. She could practically smell the lingering presence of the previous family, their scent mixed with dust and forgotten things. The thought of them, their lives lived within these walls, fueled a nameless resentment.

She picked up a box, her movements sharp. Inside were old clothes, smelling of mothballs and something else… something that reminded her of a funeral. A wave of irritation washed over her.

She ripped open the box and grabbed a frilly, lace-covered dress. A child's dress. She dropped it to the floor. It lay there, a pale reminder of time and loss. She kicked the dress out of her path.

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