He stared at his reflection in the bathroom mirror. The familiar face seemed alien. Every crease, every line, was a monument to his perceived shortcomings.

His father knocked. “You alright in there, son?”

He clenched his jaw, his muscles tightening. He wanted to scream, to lash out. He wanted to be anywhere but here.

"Yeah," he said through gritted teeth. He waited until he heard his father's footsteps recede before finally turning on the water, letting the cold liquid wash over his hands. He scrubbed, and scrubbed, until his skin felt raw.

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