“More concrete!?” George practically choked on his breakfast. The concrete truck was parked directly in front of his driveway, blocking his car. He slammed his mug onto the counter, the ceramic clattering against the granite.

He needed to get to the grocery store. He needed to restock the fridge. He needed… to escape. He looked out the window, at the worker nonchalantly directing the flow of cement. His face was a mask of placidity, utterly oblivious to George’s predicament.

He burst out of the house, his voice a low growl. “Do you realize you’re blocking me in?” he demanded, barely able to keep the rising tide of displeasure contained. The worker just shrugged. George wanted to scream.

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