He stared at the notice, his vision blurring. This couldn't be happening. He’d invested so much of himself into this place, into making it a home.

He crushed the paper in his fist, the edges digging into his palm. He needed a drink, a strong one. He marched to the liquor cabinet, the steps feeling weighted.

He poured himself a generous shot of whiskey, downing it in one gulp. The burn did little to quell the internal fire raging within him. He poured another, and then another.

He paced his apartment, muttering curses under his breath, his eyes darting around the room as if searching for an escape. He felt trapped, cornered, and entirely powerless.

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