He read the notice, then reread it. Then, again. The words seemed to jump off the page, mocking him with their cold, legal precision. He crumpled the paper, his hands trembling with a sudden, uncontrollable tremor.

He needed air, he had to get out, he thought. He rushed to the front door, yanking it open. The bright sunlight assaulted his eyes, the world outside seeming too loud, too vibrant. He slammed the door, and then turned and paced, a restless tiger in a too-small cage.

His fists clenched and unclenched. He ran a hand through his hair, the gesture almost violent. He wanted to shout, to scream, to lash out at the world that seemed so suddenly determined to destroy him.

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