The fence was new. Brand new, just put up last week. And that mutt, that fluffy, oversized menace, was already testing its limits. Sarah slammed the gardening shears onto the patio table, the metal ringing sharply in the afternoon quiet.

"Again?" she muttered, pacing the length of her porch. Her jaw was tight, and she felt a tremor of frustration starting in her stomach.

She marched across the lawn, deliberately stomping through the freshly watered grass. The dog, a golden retriever with a perpetually innocent expression, was sniffing around her prize-winning rose bushes.

"Get out of here!" Sarah yelled, her voice sharper than she intended. The dog merely glanced up, wagged its tail weakly, and resumed its exploration. She gritted her teeth. This was the third time this week.

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