"Uninspired?" Bruno repeated the word aloud, his voice flat. He felt his jaw clench, his teeth grinding together. He had poured his heart and soul into his restaurant, "The Gilded Spoon," every detail a testament to his passion.

He shoved the review across the table, the paper crinkling under his forceful motion. His wife, Maria, reached for his hand, but he pulled away. He felt a fire in his belly.

He rose from his chair, a sudden burst of energy coursing through him. He stalked towards the window, gazing out at the bustling street below, the laughter and chatter suddenly grating on his ears. He wanted to scream.

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