The car ride over was a blur of frantic thoughts. She’d replayed every humiliating moment, every insult, every act of cruelty. Now, here she was, across from him. This felt unreal.

She crossed her arms, a defensive posture she hadn't realized she still used. His polite smile seemed to be taunting her.

“So,” he began, leaning forward slightly, “what brings you in today?”

Her jaw clenched. “Don’t you dare pretend you don’t know,” she hissed, the words a venomous spray. The urge to lash out, to wound him with words as he had wounded her, was almost unbearable.

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