The embossed card felt slick and wrong between Amelia's fingers. "High School Reunion," it declared in a typeface that screamed of forced merriment. She tossed it onto the overflowing pile of unopened mail on the kitchen counter, the action abrupt, almost violent. Her jaw clenched. Years. It had been years since she'd even thought about Northwood High.

The memory of the girl she'd been, the one who'd craved acceptance and popularity, sent a wave of nausea through her. Now, she was just… Amelia. She’d built a life, a good one, she told herself. But the thought of parading it, of allowing those people to judge, to compare, to dissect her current state, filled her with a simmering unease. She needed a drink. Immediately.

The bottle of scotch, kept tucked away for emergencies, beckoned. This qualified.

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