“Just a little trimming,” he'd offered, as if the oak was merely a stray hair he wanted to snip. But it wasn’t trimming, was it? It was a declaration of war. Sarah felt a bitter taste on her tongue.

She’d bitten back a furious response, but her cheeks still burned. The air felt thick, heavy with unspoken anger. She turned her back on him, walking into her house, and slammed the door.

She paced the living room, feeling like a caged animal. Every single detail of the conversation replayed in her mind, each word a fresh wound.

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