Her voice was dangerously low as she said, "Oh, no." She surveyed the scene. Her carefully selected hostas, the pride of her backyard, were now a torn, shredded mess.

The dog, a young, rambunctious German Shepherd, was happily running around, seemingly oblivious to the devastation it had caused. She felt her chest tighten, a constricting pressure that made it hard to breathe.

She took a shaky breath. She'd tried being nice. She'd tried leaving notes. She’d tried everything. Now, she would try something else. Something… decisive.

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