The email sat in Amelia’s inbox, glowing with the false promise of good news. It was a link to a profile on a prestigious art magazine – a profile *about* Liam. Her stomach clenched. Liam, the “architect,” Liam, who constantly droned on about blueprints and zoning regulations. The article detailed his “groundbreaking” designs, showcased his “award-winning” work. Her breath hitched. She clicked on the link.

She skimmed the glowing prose, each word a tiny pinprick against her composure. Pictures of modern, sleek buildings – supposedly *his* – mocked her with their polished perfection. Amelia felt a heat rise in her chest, a burning sensation that crept up her neck and flushed her face. She slammed her laptop shut.

The scent of her chamomile tea, once comforting, now felt acrid. She ripped the mug from the table, not caring that the liquid sloshed onto her hand. She stared at the stain, a dark blotch mirroring the darkness spreading in her thoughts. How dare he? All those dinners, the endless conversations about his “demanding” job. A tremor ran through her, leaving her hands shaking.

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