He kicked the trashcan. It clattered against the wall, the noise a brief satisfaction before the wave of bitterness returned. “No,” he growled, the word a raw expulsion of air. This was beyond disappointing; it was a personal affront. The meticulously created playlist, the expensive bottle of wine he’d been saving, were now just reminders of the disappointment.

John paced his living room, his steps heavy and erratic. The meticulously cleaned apartment felt suddenly alien, the furniture arranged in an irritatingly perfect pattern. He wanted to break something, anything to let out the steam.

He ripped the card, the one he had planned to give to her, in half. Then again. And again.

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