The air tasted thick with the metallic scent of impending destruction. Mark felt a tremor in his hands as he walked through the overgrown garden, the rusted swing set creaking in the breeze.

He remembered countless afternoons spent here, laughing with his siblings. Now, the space was filled with the acrid stench of diesel and the low rumble of machinery. He kicked at a loose brick, sending it skittering across the cracked concrete path.

He found himself pacing, unable to remain still. He wanted to destroy something. To tear down the chain-link fence, to sabotage the equipment. He clenched his jaw, battling the urge to scream. The demolition felt like a betrayal.

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