The rejection letter was a flimsy thing, a pale imitation of the dreams it had just crushed. Amelia ripped it from the envelope with a savage tug, the paper tearing unevenly. Her breath hitched. A tremor ran through her, starting at her toes and ending in a clenched fist. The carefully crafted prose, the years of work, dismissed in a bland paragraph of polite platitudes. "Not quite the right fit," they’d said. *Fit?* This was her heart, her soul, laid bare!

She flung the letter across the room. It landed, a tiny white insult, beside a stack of unopened mail. Then, she slammed her fist down on the desk, the impact jolting up her arm. The oak groaned in protest. She paced, each footstep a frustrated stomp, the hardwood floor vibrating with her rising temperature. She needed a distraction, something to quiet the furious thrumming in her ears.

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