From the kitchen window, Thomas watched Mrs. Rodriguez approach, the setting sun casting long, ominous shadows. The woman always came with a complaint. Today, it was the pine tree, its needles allegedly clogging her gutters. Thomas felt a prickle of annoyance course through him. He’d spent hours tending that tree, planting it years ago. Now, it was a problem. She stood at the edge of his property, her lips moving, her words a garbled mess of demands. He balled his hands into fists. He wanted to tell her to go away, to leave him alone. He wanted to see her face contorted in frustration. He took a deep breath, fighting down the urge to scream.

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