The critic's review sat on the kitchen counter, a paper executioner. Chef Isabella, usually the picture of grace, felt a tremor run through her. The words mocked her, echoing in the quiet space.

She pulled out a bottle of her finest olive oil and poured it liberally over a pristine white tablecloth. She then systematically and purposefully dripped more olive oil until the cloth was soaked.

She stared down at the mess she'd made, a burning sensation in her chest. Every element of her life, every effort, seemed to be tainted.

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