The lawyer had warned her. "Prepare yourself," he'd said. "It could resurface." But nothing could have prepared Clara for the actual letter, the tangible evidence of a pain she thought she had finally left behind. Her breath caught in her throat as she stared at the words, the familiar sting of betrayal flooding her senses.

She pushed her chair back from the table, the scrape of the legs against the hardwood floor loud in the otherwise quiet room. Her hands trembled as she reached for her phone, intending to call her sister, but she stopped. She felt a cold anger building within her. The air around her seemed to crackle.

She stared out the window, at the vibrant green of the trees in her yard. All she could see was red. She stormed from the dining room and into her garden. The roses she had carefully cultivated felt like a mockery. She wanted to rip them from the ground.

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