He was staring at his reflection, barely recognizing the man in the mirror. His face was tight, his eyes were bloodshot. He felt a constant, gnawing dissatisfaction, a simmering unease that never seemed to subside. Each day was a battle, a struggle against the relentless tide of frustration. He needed a way out, even if it was just for a moment.

He'd gone to the gym. He was pounding the punching bag with all his might. He hadn't noticed the woman who had been watching him from the corner of the gym, until she approached him.

"You look like you need a break," she said. Her voice was strained. "And a new punching bag."

He stopped, his chest heaving, his knuckles bloody. "You wouldn't understand," he said, and then paused, noticing the same pain in her eyes.

"Try me," she said.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285