The tiny, delicately worded complaint lay on her welcome mat, as though placed there by a particularly judgmental fairy. "Late-night laughter," it said, "is a disturbance to the peace." A disturbance? She stared at the words, her eyes stinging.

Her hands clenched into fists, nails digging into her palms. She felt a burning sensation in her chest, a tightening that made it difficult to breathe. She ripped the paper into tiny pieces, each tear a release of some internal pressure.

She threw the scraps away, then turned and slammed the door, the sound echoing through the hallway. She needed to do something drastic.

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