The phone vibrated insistently in Maya’s hand. She ignored it. She couldn’t bring herself to answer. The news articles had already ruined her day. They had unearthed a part of her that was meant to be buried.

She stared out of her window, the familiar view suddenly alien. The world felt too bright, too loud. She felt a burning sensation in her cheeks. Tears pricked at her eyes, but she refused to let them fall.

She hated them. Every single person who had read the diary, who had laughed at her, who had judged her. She felt a raw, visceral anger, a twisting knot of emotion that made her want to destroy everything.

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