He had tracked down the woman who had captivated his young imagination. After years of wondering where she had ended up, Ben had finally located her, and approached, heart fluttering in his chest. And then came the crushing words.

“I’m afraid I don’t have any recollection of you,” she had said, her tone professional, her face blank. “Are you sure you haven’t made a mistake?”

The air in the upscale restaurant seemed to thicken, the clinking of silverware a grating noise. The carefully arranged floral arrangements seemed gaudy, the laughter of the other diners irritating. A hot flush crept up Ben’s neck. He wanted to push over the table, to ruin the perfect facade of her life, to force her to see him, to remember. But all he could manage was a strained smile and a hasty retreat. He excused himself, barely able to meet her gaze, and fled outside, gasping for air.

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