The information, delivered casually by a coworker, hit David like a punch to the gut. "Rick's Rib Shack is going under, you know?" He stared blankly at his computer screen, the words refusing to register at first. Then, a slow burn began, a heat rising from the pit of his stomach.

He pushed back his chair with a screech and stood up, his hand slamming down on his desk. Rick's was his solace on Friday nights, their ribs legendary. The thought of losing it made him furious.

He marched out of his office, muttering under his breath, already plotting his next course of action. He’d fight this, somehow.

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