He’d always felt like a stranger in his own home. He remembered the arguments, the closed doors, the unspoken tensions. The DNA test confirmed what he had suspected: He was an intruder.

He found his father on the back porch, watering the prize-winning roses. He watched for a moment, fists clenched, feeling a cold knot in his stomach. His father didn't turn around, which was fine.

"Dad," he began, the word tasting like ash in his mouth. "I got the results back." He shoved the paper at him.

His father read it, his face turning an unreadable mask. He placed the garden hose and stared at the flowers. His lack of response, his serene denial – it was infuriating. He took the hose and, in a fit of emotion, sprayed the roses, soaking them.

He walked away, leaving his father to stare at the saturated blossoms. The world felt like a betrayal. He wanted to break 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