The small, leather-bound notebook was tucked away at the bottom of the drawer. Inside, meticulous records, all in her husband’s handwriting. Dates, amounts, investments. He had been quietly accumulating wealth, while she juggled bills and worried about their future. A bitter taste filled her mouth.

She felt a hot flush creep up her neck. She stood in the middle of their bedroom, the notebook clutched in her hand, feeling the weight of the deception. The room seemed to shrink, the walls closing in. He always said they couldn't afford… everything. And all the while, he was secretly building a fortune.

She heard the sound of the front door opening. He was home. Her heart began to pound against her ribs. She took a deep breath, steeling herself. She had questions, and she deserved answers. She held the notebook up, ready.

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