Michael slammed the invitation against the kitchen counter, the cheap paper slapping down with a loud crack. He stalked around the cramped room, pacing like a caged animal. Every single memory associated with that place, that time, resurfaced with a vengeance.

He snatched up a mug, his hand shaking slightly as he poured himself a cup of coffee. The dark liquid sloshed over the rim, staining the counter. He didn't even notice. He was already composing angry responses in his head, envisioning the faces of the people he had to endure.

He threw the invitation into the trash, then immediately pulled it back out. He was not going to let them win. He would go, and he would show them.

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