David slammed the laptop shut, the metallic clang echoing in the otherwise quiet apartment. Sarah, across the room, jumped. He pointed at the screen, a picture of his wife smiling, seemingly comfortable, in a Japanese language class. A class he *hadn’t* been invited to. A class she’d kept a secret.

His jaw tightened. He felt his pulse hammering against his temples. He’d supported her through law school, through her demanding career. He’d put his own dreams on hold. And now, this. He felt a sharp, twisting sensation in his gut.

“What’s… what’s this?” he managed to ask, his voice raspy. She just blinked, feigning innocence. The way she was looking at him was infuriating. Like he was the one in the wrong.

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