The chainsaw’s teeth gnawed at the air, a metallic scream that scraped against Elias’s nerves. He hadn’t spoken to Mrs. Gable in weeks, not since she’d let her mangy mutt crap on his prize-winning roses. Now, here she was, standing on his side of the property line, all smiles and apologies about the impending tree removal. “Just a little trimming,” she’d said, those saccharine eyes gleaming. *Trimming my foot,* he thought, fists clenching. He watched her gestures, her perfect manicure, and the way her expensive shoes didn’t even touch the dirt. The thought of letting her destroy a single inch of the old oak, his grandfather’s tree, ignited a fire in his chest.

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