The coffee shop was too loud, the barista’s incessant chatter a relentless assault on Marcus’s already frayed nerves. He’d come here, hoping to escape the suffocating walls of his apartment, to find some semblance of peace. Instead, he was stuck with the same crushing feeling. The same weight in his chest. A woman at the adjacent table, with a familiar, haunted look, was also alone.

He watched her carefully, noting her tremor, the way she kept checking her phone. Then, she opened her bag, and he saw it—the same small, white pill bottle he always carried. He felt his hands begin to shake.

He cleared his throat, calling to her. "Excuse me... are you…?" He couldn't finish the question.

She looked up, her expression hardening, then deflating. "Yes," she whispered, her voice barely audible over the din. The world seemed to shrink around him.

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