The sunlight streaming through the kitchen window illuminated the dust motes dancing in the air, mirroring the chaotic dance going on inside her. Amelia clutched the letter, her knuckles bone-white. It was a note she’d written to her sister, fifteen years prior, detailing the injustices and slights she felt she was subjected to. The words were a torrent of hurt, a raw, exposed wound.

She felt a tremor run through her, and she had to grip the counter to steady herself. Her breath hitched in her throat as she relived each offense, each perceived betrayal. She looked around the kitchen, her eyes darting like a trapped bird. The mundane domesticity of the room felt like a cruel joke. "She did this to me," Amelia muttered.

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