The email notification had been a low blow, like a sucker punch. “Your childhood home is now available...” The subject line, so innocuous, so completely unaware of the turmoil it would unleash. He stared at it, his face contorted in a sneer. The pictures mocked him with their sunny disposition, their false promises of happiness.

He leaned back in his chair, the cheap plastic creaking under his weight. A vein throbbed in his temple. He’d never thought about it much, that house, but seeing it here, presented so neatly for sale, made his stomach churn.

He picked up the stapler on his desk, and, without thinking, slammed it down on the wood. He grabbed another one, and, in a fit of rage, hurled them against the wall.

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