The inconsideration was astounding. Michael threw the newspaper onto the coffee table with excessive force. He could feel his face burning. James wanted a dog. A DOG! He'd spent months carefully arranging their apartment to be a haven of cleanliness and calm.

He stormed into the kitchen, grabbing a glass of water, his hand shaking slightly. James was in the living room, already browsing dog breeds online. He was ignoring his obvious need to be heard.

He took a deep breath, trying to control the tremor in his voice. "James," he began, his voice strained. "Do you realize what having a dog would entail? The noise, the mess, the constant need for attention? It's absurd!"

James just waved a dismissive hand, still staring at the screen. Michael felt a tremor of fury, a dark, churning sensation in his chest.

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