The airport felt like a labyrinth. Chloe shoved her oversized suitcase ahead of her, bumping into a startled businessman. “Watch it!” she snapped, the words a raw, involuntary bark. Delays, canceled flights, and now…this. It was a joke.

She'd been informed about the condition's impact on travel, the potential for sudden flare-ups at high altitudes. The specialist had even warned about stress, though she felt the suggestion as an offense. The thought of this life, this affliction, seemed impossible.

During a delay, Chloe saw a woman across the lounge, fiddling with a pen, looking as frustrated as she felt. It was an instant connection. They recognized each other's misery.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296