He’d avoided this for weeks, clinging to the false hope that the inevitable could be delayed. But now, here he was, staring at the scarred landscape where his childhood home once stood.

Empty. A vacant lot. The only thing left was the outline of the foundation. He kicked a discarded piece of wood, sending it spinning across the dirt. A muscle ticked in his jaw.

He remembered the arguments he’d had with his sister about inheriting this house, the bitter disagreements about the family legacy. Now, none of it mattered. All that remained was a profound sense of emptiness, a void that seemed to swallow everything. He walked away, not looking back.

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