The cold sweat plastered Thomas’s shirt to his back as he stared at the mangled mess. The neighbor's ancient pine, a monument to neglect, had finally succumbed to the wind. It had taken out his entire gazebo. He felt a pressure building behind his eyes, a familiar knot of fury.

He walked past the debris, kicking at a fallen piece of wood. The audacity of it! He had spent months, *months*, constructing that gazebo. He had envisioned countless evenings spent relaxing with a book, sipping iced tea. Gone. Smashed. All because of their laziness.

He could practically taste the bitterness in the air. He wanted to scream, to smash something, to make them understand the depth of his feelings. He took a deep, shuddering breath, trying to regain some semblance of composure.

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