The clatter of silverware on the table suddenly grated on Amelia’s nerves. Her brother, Daniel, was beaming, that infuriatingly serene smile plastered across his face. “I’ve found something that really resonates with me,” he’d declared, eyes sparkling with newfound faith. The words hung in the air, heavy with a significance Amelia couldn’t comprehend, or worse, didn't want to. She speared a cherry tomato, stabbing it with unnecessary force.

Each passing second felt like a personal affront. She watched her mother's jaw tighten, her father’s face turning a shade of pale. Amelia, however, felt a surge of something akin to icy fury. She took a large gulp of wine, the bitter liquid doing nothing to cool the building heat within her chest. The rest of the meal passed in a strained silence, punctuated only by Daniel’s gentle pronouncements about peace and enlightenment, each word a carefully placed barb.

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