The first nail gun burst echoed through the thin walls, and Agnes nearly jumped out of her skin. She slammed her gardening shears onto the potting table with a resounding *thwack*. The incessant hammering had started before eight. Eight! She hadn't even had her first cup of tea.

Her jaw clenched, and she found herself staring fixedly at the flimsy fence separating her rose garden from the construction site. She could practically *feel* the vibrations in her teeth. This was just her luck, a renovation right next door.

She grabbed her phone and speed-dialed the homeowner's association. She didn't expect much, but she'd make them *earn* their membership fees.

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