The realtor’s saccharine smile grated. “Isn’t it charming? So much character!” Sarah gripped the edge of the kitchen counter, her knuckles bone-white. She’d loved the house, the old oak floors, the generous garden. Now, learning that a brutal murder had occurred within these very walls… The information hadn’t sat well. She’d slammed the door when the agent had finished the tour. Now, standing here, she slammed a cabinet shut, the sound echoing in the empty room. "Charming" indeed.

The thought of moving again, the endless packing and unpacking, the upheaval of her life, churned in her stomach. She hated the realtor, hated the house, hated the casual way the agent had delivered the news, like it was a fun fact. She glared at the sunshine streaming through the window, feeling suffocated.

The realtor's voice, chirping on her phone, buzzed in her ear. "Just thinking, maybe the price should be re-" Sarah cut the call. She had to sit down.

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