The constant drone of the announcements felt like a direct assault. Eleanor sat, ramrod straight, on the hard plastic seat, her hands clasped so tightly her knuckles were white. Her grandmother’s 90th birthday party. The only person left of her family. This delay was nothing short of an utter disregard.

She snapped at the elderly man who accidentally bumped her arm. She wanted to yell at the person who booked the flight, at the pilot, at the entire airline. Every cell of her body burned. She was a coiled spring, ready to release. She wanted to obliterate anything in her way.

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