The microphone felt like a weapon in Amelia's hand. She gripped it so tightly her knuckles were white, the plastic digging into her skin. Across the room, her mother beamed, oblivious, radiating the usual sickening sweetness. Amelia plastered a smile on her face, a grotesque imitation of joy.

The ballroom was a symphony of forced cheer. Balloons bobbed, reflecting the gaudy overhead lights in a way that made Amelia's stomach churn. She hated this. Hated the small talk, the forced camaraderie, the charade of celebrating her mother's escape from a job she'd always secretly loved more than her own children.

“So, here’s to… Mom,” Amelia began, her voice tight, a constricted sound that felt like sandpaper on her tongue. She wished she were anywhere else.

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