The email notification on Martha's phone had her heart hammering against her ribs. She tapped it, her thumb trembling slightly. Inside, a glowing review of “Seraphina’s Secret Chocolate Cake.” The photo, the description… it was her Aunt Millie’s recipe, the one she'd inherited and perfected.

Her breath hitched. She felt a burning sensation in her chest, a tightly coiled spring of resentment. She reread the words, each sentence a stab.

She snapped her phone shut. Her hands trembled uncontrollably. Martha, who has always been a gentle soul, was now experiencing a turmoil.

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