The doorbell chimed, a cheerful, tinkling sound that grated on Amelia's nerves like nails on a chalkboard. She yanked the door open, her fingers itching. On the doorstep stood a man, grinning sheepishly, his arm outstretched.

“Ms. Reeves?” he asked, a touch of uncertainty in his voice. "I, um... I’m the guy from the tattoo parlor?" He gestured to his forearm.

There, on display, was a near-perfect copy of her 'Crimson Bloom' series. Her own art, twisted and defiled. The man looked nervous, ready to offer praise.

Amelia’s eyes narrowed. "Get off my property," she said, her voice a low growl.

She slammed the door, the sound echoing in the silent house. She leaned against the door, the adrenaline coursing through her veins, a violent and invigorating energy. She thought about his expression, that stupid smile. It only fueled the simmering heat within her.

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