"Unbelievable," she muttered, the word a venomous whisper as she stood staring at the barren space. The sun beat down, turning the air thick and heavy, mirroring the weight on her chest.

She had pictured it, her oak tree, a towering testament to her childhood dreams, and now, it was gone. Just a flattened circle of sawdust and splinters. It felt personal.

She’d spent every summer of her childhood climbing that tree. Every secret held in its branches. A fresh wave of heat washed over her, making her vision blur. She clenched her jaw. Her nails, she realized, were digging into her palms.

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