The band’s performance, in Sarah’s opinion, was awful. The singer was off-key and the song choice was atrocious. That’s what she told herself, anyway, to deflect from the fact that *he* was there.

His presence was a physical weight, pressing down on her. The polite smiles, the forced pleasantries of the wedding, felt like a joke. She felt a throbbing ache behind her eyes, the beginning of a headache.

She abruptly excused herself from the conversation, mumbling something about needing fresh air. As she escaped to the outside patio, she was overwhelmed with a mixture of anger and sadness, emotions so potent they threatened to consume her.

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