The landlord's explanation was a blur of platitudes and legal jargon. As he spoke, John felt a slow burn start in his chest, a feeling of white-hot anger that threatened to overwhelm him.

He barely managed to nod and smile, all the while resisting the urge to shout, to object, to physically lash out. He wanted to grab the man by the lapels and scream into his face.

Back in his apartment, he threw his keys onto the counter with a loud clatter. His hands were shaking. He paced restlessly, unable to settle.

The carefully curated space, his escape from the world, now seemed tainted, a place under siege. He felt a deep, abiding fury, a resentment that threatened to consume him.

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