The cold seeped into her bones. Amelia crossed her arms tightly, a futile attempt to ward off the chill emanating from the metal walls. Three hours. This was absurd. She’d been on her way to an important meeting, the culmination of weeks of hard work. Now, this. Her carefully crafted presentation, her flawless pitch… all for nothing.

Her stomach churned, a physical manifestation of her escalating discontent. She shot a look at David, her colleague, who was fiddling nervously with his tie. She wanted to scream.

She pressed her palms against the cool metal of the elevator doors, as if she could force them open through sheer willpower. The silence was deafening, punctuated only by the shallow, rapid breaths that she took.

"This is completely unacceptable," she announced, her voice tight and clipped. "Utterly, completely unacceptable."

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260