The air crackled with unspoken tension as she stared at the doctor. His reassurances felt hollow, his explanations inadequate. Her hands were trembling; she could barely manage to keep them still. The thought of all the potential consequences, the risk to her health, the intrusion of privacy, the sheer negligence that had led to this catastrophe... it was overwhelming. She ran a hand through her hair, her fingers tangling in the strands. Her voice, when it finally emerged, was tight, a barely controlled hiss. "You have no idea," she said, her voice shaking with repressed emotion, "the gravity of this situation."

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