Her eyes widened in disbelief. She blinked, convinced she was hallucinating. But no. The website was real, and the recipe on it, "Isabelle's Incredible Icing," was undeniably hers. The secret ingredient? Her great-aunt’s love.

A cold rage gripped her. Her hands felt numb, her fingers curling into tight fists. She slammed her laptop shut. This was beyond disrespectful, it was…

She felt a shudder run through her, and she suddenly felt a need to take some air.

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