The irony was exquisite, a poison she savored. She could barely sit still. He looked at her calmly, awaiting her response. But she had nothing to give him.

“I find it amusing,” she said finally, her voice low, controlled. It was all she could manage.

His eyebrows rose slightly. He had, at least, the decency to look slightly surprised. Her carefully crafted composure, the years of suppressed feelings, were starting to crumble. The room suddenly seemed too small, the air too thin, and she found herself wanting only to escape the suffocating pretense.

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