The coffee cup shattered against the kitchen floor, shards of porcelain scattering across the tiles. Her partner, Michael, had been so *proud* of his novel. He'd even given her a signed copy. Now, she wished she could erase every word of it.

Her face was flushed, her breath coming in short, shallow bursts. The book’s protagonist was a thinly veiled caricature of herself, a selfish, manipulative woman. She paced the kitchen, her movements jerky and erratic. She felt a knot forming in her stomach, a tightness that constricted her chest.

She reached for the broom, not to clean up the mess, but to channel the volatile energy coursing through her. She swept the debris back and forth, the sound a percussive rhythm to her anger. Michael would be home soon.

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