He stared at the letter, his face contorted. Sunlight streamed through the window, illuminating the dust motes dancing in the air, but he barely noticed. The room felt suffocating. He’d found the letter in a copy of *Hamlet*, irony dripping like poison from the page. It revealed his supposed friend’s deception. His palms were clammy. He wanted to do something reckless, something drastic. He wanted to run, to destroy, to escape. He kicked the chair over, the sound echoing in the empty room.

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