She found him at the company picnic, leaning against a tree, seemingly relaxed. But the tremor in Clara's hands, the way she kept adjusting her sunglasses even though the sun had gone behind a cloud, betrayed her composure. It had been years, but the moment she'd heard Mark’s voice, a flood of memories had poured into her. He, on the other hand, had met her with a confused, polite smile.

"I’m sorry, but you have the wrong person," he'd said, when she'd mentioned their shared childhood summers. "I don’t recall a Clara."

Clara felt a knot tighten in her stomach, a physical manifestation of the fury building inside. The carefully constructed facade of friendly camaraderie around the picnic began to feel suffocating. The smell of barbecue, usually inviting, turned her stomach. She wanted to scream, to lash out, to make him understand the injustice of it all. Without a word, she turned and strode away, the casual chatter of the other employees grating on her ears.

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