The sun beat down on the cracked pavement as Jake unlocked the front door. The lock stuck, and he wrestled with it, teeth gritted, before finally forcing it open. The effort left him sweating. His sister, Jessica, was already inside, meticulously dusting a porcelain doll.

He hated this place. He hated the memories it held, the suffocating atmosphere of the past. He wanted to be anywhere else.

He shoved his hands into his pockets, his fingers clenching into fists. He watched Jessica's careful movements, the tension rising in his chest with each passing second. He wanted to scream.

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