The doctor’s sterile office suddenly felt too small, the walls closing in. He slammed his hand on the mahogany desk, the sound echoing in the sudden silence. “This is unacceptable!” he barked, his voice tight with barely contained fury. The doctor, a man known for his unflappable demeanor, actually flinched. He’d been misdiagnosed with a rare, debilitating condition – a condition he hadn’t even *heard* of before today. Now, his records, his history, everything – it was all a jumbled mess, a cruel joke played by the cold, impersonal system he’d trusted with his health. He felt a throbbing pulse in his temple, a physical manifestation of the boiling anger within.

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