She found the review crumpled in the trash can, a testament to her failure. The critic had called her *“pretentious”* and *“pedestrian.”* A wave of heat flushed through Ava's cheeks. She hated the critic, hated the words, hated everything.

She poured herself a glass of wine, a cheap one. She stood at the window, watching the street below. She imagined the critic, smug and superior, penning the nasty words in a pristine office. She crushed the empty wine glass in her hand.

Her assistant chef stumbled through the door and she saw red. “Get out. Now,” she growled.

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