The attic was stifling, the air thick with the scent of mothballs and regret. Sarah, brow furrowed with concentration, sifted through a box of old documents. She was looking for her grandmother’s birth certificate, not a carefully penned letter bearing the stationary of a renowned firm. The date at the top confirmed her suspicions: it was written nearly 40 years earlier.

Sarah read her grandmother's words, the polite formality, the underlying current of defiance. Her blood ran cold as she realized the truth of the situation. Her grandmother had deliberately chosen to end her career, at a point when she was still young and could have climbed the ladder. Sarah's chest tightened. Why? What could have pushed her grandmother to make such a reckless decision?

The weight of the past pressed down on her. Sarah slammed the letter against the dusty floor, a furious expression marring her face. She wished, with a sudden, fierce intensity, that her grandmother was still alive, so she could demand an explanation.

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