Rain lashed against the window of Leo's cramped apartment. He’d just settled in with a steaming mug of tea and his newly acquired copy of *Moby Dick*. A note, tucked between pages, fluttered to the floor. "Damn it," he hissed, his face flushing crimson.

He picked it up, his fingers itching to tear it to shreds. The book was a treasure, a perfect specimen. The thought that someone else had violated its pristine condition made his chest constrict. He imagined the careless hands that had folded this worthless missive within.

He crumpled the paper in his fist. How dare they! He slammed the mug down, the tea sloshing over the side. The audacity of it, the sheer disregard for the sanctity of the printed word! He fought the urge to throw the book across the room.

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