The fluorescent lights flickered, a maddening strobe in the cramped metal box. Sarah yanked at the emergency phone, the plastic cracking in her grip. "Hello? Hello! Is anyone there?" Her voice, usually calm and composed, cracked with a rising edge of fury. Three hours. Three hours of this claustrophobic hell. She kicked the door, a sharp rap against the metal. It was a useless gesture, she knew, but the need to *do something* was overwhelming.

Beside her, Mark, the office intern, looked like a deer caught in headlights. She glared at him, silently blaming his choice of cologne for her current predicament. He’d been in the elevator with her, a nauseatingly sweet cloud of synthetic berries and now… this.

She paced the small space, each step a carefully measured beat in the rhythm of her mounting frustration. Each breath felt like an effort, the air growing thick and stale. Her hands clenched and unclenched, a silent display of her inner turmoil.

"Well, this is just great," she finally spat, the words dripping with acid. "Just absolutely fantastic." She ran a hand through her hair, the movement rough and impatient.

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