The constant tapping of the keyboard grated on Leo's nerves, a relentless, irritating sound. The new guy, with his perfect teeth and his impeccable clothes, was typing away, eager to learn. Leo felt his stomach twist, the familiar knot tightening with each passing moment. He wanted to scream.

He gestured towards the computer screen, the words he had to say sticking in his throat. He wished he could just shut down the computer. Or, even better, the whole office.

"Right," he said finally, his voice raspy. "So, you’ll want to…" He had to stop, his hand gripping the edge of the desk, fighting the urge to stand up and walk away.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256