The gate creaked open, a sound that grated on his ears. He walked, slowly at first, each step a measure of controlled fury. He’d expected to find it, of course, but the stark reality still slammed into him with the force of a physical blow. The void. The absolute obliteration.

He felt the muscles in his neck tighten. He wanted to lash out, to rip something apart. He saw a discarded beer can lying nearby and kicked it, sending it skittering across the dry grass.

The property line sign, new and shiny, mocked him. He wanted to tear it down, to obliterate the very concept of this place. The injustice of it all.

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