The realtor, a smarmy woman with a too-bright smile, prattled on about "investment opportunities" and "modernization." Ben barely listened. He leaned against the peeling paint of the porch, arms crossed, legs braced as if against a gale.

"Think of the possibilities!" she chirped, gesturing towards the rotting eaves. He wanted to tell her to shut up. He wanted to shove her smug face into the overgrown rose bushes.

He simply stared at the sun-faded paint, the chipped window frames, the warped front door. Every detail was a phantom limb, a reminder of what was being ripped away. “When do they start?” he asked, his voice flat, devoid of any warmth. The realtor's smile faltered.

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