He paced his living room, the Persian rug feeling rough beneath his feet. Thomas had just seen Mrs. Abernathy's new yacht on the local news. A yacht! He’d been working two jobs, barely able to keep up with the mortgage payments on his tiny house.

The injustice of it all was a bitter taste in his mouth. She'd always acted like she was one of the ‘little people’, complaining about taxes and the price of groceries, always quick with a sympathetic comment about his struggles.

He picked up a heavy glass paperweight from the desk and hurled it across the room. It shattered against the fireplace, the sound echoing in the sudden quiet.

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