The photograph, clutched tight in her hand, blurred with tears. She focused on the missing space, a gaping hole where the willow had once stood. A sense of profound betrayal settled over her. The tree had been her companion, her silent confidante, and now… nothing.

She turned away, the sudden movement causing a sharp pain in her shoulder. She tasted bile in her throat. She gripped the photo tighter, the edges cutting into her skin.

She wanted to burn something, to reduce everything to ashes. The thought, while fleeting, was strangely comforting.

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