The coffee mug nearly shattered against the wall. Mark slammed it down on his desk, the ceramic ringing out in the otherwise quiet office. He could feel the heat prickling at the back of his neck, a familiar burn that always accompanied this level of… displeasure.

"Camp Whispering Pines? You're kidding me," he’d said, his voice tight. Sarah, bless her oblivious heart, had simply smiled.

He glared at her across the cubicle farm, the innocent expression mocking him. How could she not *understand*? He’d dedicated his life to distancing himself from that summer. And now, this. He felt a deep, twisting knot in his stomach.

Later, he'd find himself meticulously shredding several documents that were perfectly fine. He was usually methodical, but today the paper tore unevenly, the shreds flying everywhere.

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