Her breath hitched in her throat, a choked sound in the otherwise quiet space. Three hours. This was an insult. A blatant disregard for her time, her schedule, her very existence. She could feel the blood pounding in her ears, a furious drumbeat against her skull.

Across from her, Ben, the IT guy, was playing a game on his phone. She hated his cheerful demeanor. She wanted to scream.

She began to pace, her movements jerky and erratic, like a trapped animal. The small space amplified her agitation, each step a frustrated stomp.

"This is not happening," she muttered through gritted teeth. "This cannot be happening." She squeezed her eyes shut, trying to regain a semblance of control.

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