He’d almost laughed, initially, at the printed sign taped to the door of "The Spice Route." The bold red letters seemed so absurd. Closed? This wasn’t some casual dining establishment; it was his favorite place in the whole world. He’d eaten there at least three times a week for the last decade.

He slammed his fist against the locked door, the wood vibrating beneath his knuckles. His heart hammered in his chest. He felt betrayed, as though he'd personally been abandoned.

He turned and stalked back to his car, fuming, his shoulders tight. He'd find a way to make someone pay for this.

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