The silence stretched, thick and suffocating. He was waiting. Expecting her to speak. Her head throbbed. This charade, this sickening act of contrition, made her want to vomit.

She stared at the blank notepad on his desk, the pristine surface a mocking reminder of the chaos he had once inflicted. The need to shatter the fragile peace of the room, to disrupt his carefully constructed persona, was almost unbearable.

Her hands trembled. She wanted to scream, to accuse, to unleash the torrent of emotions that had been simmering for years. Instead, she took a deep, shuddering breath.

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