The gala was supposed to be a triumph. A celebration of her career. Until *that*. The string quartet's rendition of "Midnight Bloom" – or whatever hideous mutation they were calling it – was an act of artistic vandalism. It felt like someone had taken a fine painting and smeared it with mud.

She rose, her silk gown rustling harshly in the sudden silence of her movement. All the eyes in the room now fell on her. Her vision blurred, but she ignored it, pushing through the light headed feeling. She noticed her chest constricted, making it difficult to breathe. She was trying to remain poised, but her hands were trembling.

She should have expected it, she thought, this lack of respect for her craft. This callous disregard for the meaning she poured into the song. Her smile felt like a grimace.

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