A cold dread settled in Ben’s stomach. He stared at the display case, his vision blurring slightly. The tiny, intricate setting, the unique cut of the emerald – it was *hers*. The ring that had represented a lifetime of love and commitment. He felt a sharp jab of anger, a physical ache in his chest.

“Sir?” the bored shop assistant asked, his voice grating on Ben’s nerves.

He ignored the question, his gaze locked on the ring. He remembered the arguments, the family secrets, the eventual silence. Now, this. He clenched his jaw, the muscles in his face rigid.

"I need to see that," he finally managed, his voice low and dangerous. He’d find out who was responsible for this, he promised himself, and they’d regret it.

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