The crunch of leaves underfoot was strangely satisfying. He found himself almost smiling. The tree was down. Good. The constant shade had ruined his vegetable garden, a source of quiet pride. He approached the scene, his stomach clenched.

His neighbor, Margaret, stood wringing her hands, tears tracing paths down her weathered face. "Oh, Arthur, what will we do?" she wailed. He ignored her and kicked at a fallen branch. He should've chopped it down himself.

He couldn't stand her. Her incessant chatter, her pitying glances. “Just get it gone," he muttered, turning to leave, the words bitter on his tongue. He had to resist the urge to shout at her to quiet down.

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