He’d poured his heart into that application, working tirelessly on the essays, perfecting the grades. Hours and hours spent. Now, a simple, curt “We regret to inform you…” greeted him. He crumpled the paper in his fist, the edges digging into his palm. He needed to *breathe*.

The air in the library felt suddenly thick, suffocating. He shoved back his chair so hard it scraped against the tiled floor, the noise a jarring interruption to the quiet. His vision swam for a moment; the world tilting slightly.

He stalked out, his backpack slapping against his legs with each angry stride. Every single face seemed to be grinning at him, smug in their success. He fought the urge to shout at them, to tell them they had no idea.

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