The sunlight seemed too bright, the birdsong irritatingly cheerful. Amelia felt a heat rising in her chest, a burning sensation that threatened to consume her. Her perfectly manicured lawn, the envy of the entire block, was now the site of a canine free-for-all.

This was the final straw. She'd spent hours, *hours*, meticulously weeding and fertilizing. And now, that slobbery, mud-caked Labrador was frolicking through her prize-winning tulips.

She slammed the window shut, the sound echoing in the otherwise peaceful afternoon. "Unbelievable," she whispered, her voice tight with barely-contained fury. She needed to do *something*.

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