The letter felt heavy in her hand, like a weight meant to crush her. She reread the words, the words that would alter her whole future. The rejection. The denial. Her meticulously crafted plans, dissolving into dust.

She felt a hollowness in her stomach, an abyss opening up. She needed to sit, she thought. She *had* to. She leaned against the wall outside the mail room, her legs suddenly refusing to support her.

A woman walked past, humming a cheerful tune. *How could anyone be happy*? The thought seared through her like acid. She bit the inside of her cheek, tasting blood.

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