The house felt too big, too empty, echoing with the silence of her recent loss. Everything felt wrong. The meticulously curated furniture, the pristine kitchen, the way the sunlight streamed through the windows, mocking her sorrow. She hadn't wanted this life.

She found a small, almost undetectable crack in the wall of the master bathroom, near the vanity. She pushed at it, and a panel gave way with a soft, ominous sound. She felt a surge of cold fury, followed by the faintest hint of something akin to… anticipation? She hated both feelings.

She reached for her phone. She would call someone. She would figure this out. She would rip the whole damn thing apart.

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