The rain outside mirrored the storm inside her. Each drop against the window was a hammer blow against her tightly held control. He had the nerve to look… concerned.

“It seems you’re struggling,” he observed, his voice soft.

Her hands were balled into fists so tight her nails drew blood. “Struggling?” She scoffed, the sound sharp and brittle. "Is that what you call it?"

She pictured him, as a boy, delighted to see her upset. The anger simmered, threatening to boil over. She felt the sudden urge to be anywhere but there.

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