"Well, that's just fantastic," Amelia muttered under her breath, staring at the Facebook event page. Sophia's announcement. A glamorous gala. On the same day as Amelia’s low-key game night. Amelia felt a bitter taste in her mouth. She'd put so much thought into the event, choosing board games, planning snacks, crafting silly prizes. The thought of Sophia’s party, with its expensive cocktails and dazzling attendees, made her skin crawl. She shut her laptop with a snap.

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