The notice, a glossy flyer slipped under the door, landed on the welcome mat like a personal insult. Sarah snatched it up, the paper crinkling under her furious grip. “Condo Conversion: Exciting Opportunities Await!” the headline blared. Exciting for *who*, exactly? Certainly not her, facing down another rent hike. Her jaw clenched.

She slammed the flyer onto the kitchen counter, the cheap laminate rattling under the force. The apartment, her haven for the last five years, suddenly felt cramped, suffocating. She imagined some developer, some smiling shark, circling like a vulture.

The cheap instant coffee tasted like ash in her mouth. She poured it down the drain, the sound grating on her ears. Every creak of the aging pipes, every distant shout from the street, felt like an intentional provocation. Today, she just felt the urge to kick something.

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