"Excuse me," Mark began, his voice tight. He stood at the used bookstore's counter, the offending tome clutched in his hand. A letter, folded and creased, had emerged from the pages of a well-loved cookbook. He'd been looking forward to trying some of the recipes. Now? The thought filled him with a bitter taste.

He could feel a tremor in his hand. The note, a hastily written grocery list, was an insult. A blatant disregard for the value of the book. His cheeks burned.

The cashier, a teenager with multiple piercings, simply shrugged. "Happens all the time, man." Mark's temper flared. "Happens all the time? This isn't just *any* book! This is a classic!" He took a deep breath, trying to regain control.

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