The gala was supposed to be a celebration of her latest architectural triumph. Now, all Sarah could see were the curious glances, the hushed whispers. “Did you read her biography?” she overheard a woman in a dazzling gown murmur to her companion. The words were a physical blow. Her carefully constructed facade, the one built on years of hard work and stoic professionalism, was crumbling.

Her fingers trembled as she reached for a glass of champagne, her throat constricting. The exquisite ballroom, usually a source of pleasure, suddenly felt like a gilded cage. Every sparkling chandelier seemed to mock her. The laughter felt brittle, the music tinny. She wanted to scream, to shatter something, anything.

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