"You're *kidding* me," Clara hissed, her voice a low, dangerous growl. The text message shimmered on her phone screen, the words mocking her hours of effort and the money she'd spent. Her friend, the mastermind behind the party, had just called it off.

Her hand shot out, knocking a framed photo of them both off the coffee table. The glass shattered, the sound sharp and violent in the otherwise quiet room. She didn’t even flinch.

The vibrant, colorful balloons she had carefully blown up earlier, now looked like deflated, sad, reminders of a dream that had burst before it could come true. She began pacing, her movements tight and jerky, her every thought a hot, simmering rage.

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