Her breath hitched in her throat. The empty space was a gaping wound. A wave of fury slammed into her, leaving her breathless. Her eyes darted around, as if searching for a hidden camera, a joke that had gone too far.

She slammed the front door shut, the sound echoing through the empty house. She felt a burning need to lash out, to punish someone. She grabbed the first thing she could find - the broom - and began to sweep the driveway, violently, viciously, as if she could sweep away the injustice.

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