The office felt like a pressure cooker. The air was thick and heavy, and it was hard to breathe. He stared at the whiteboard, at the complicated diagrams he had spent years creating. His replacement, this smug little… Daniel, was just standing there, nodding blankly.

He had to explain everything. Daniel wouldn't understand.

"The core issue," he said, his voice clipped, "is the flow of data." He wanted to grab the marker and start scribbling, ripping the system apart. He wanted to feel the power.

He tried to keep his voice even, but a tremor was threatening to shake him to pieces. "Let me show you," he said, gesturing towards the board.

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