He slammed his fist on the table, making the cheap coffee cup rattle. Across the room, at the art fair, his "found object" sculptures – the ones he’d spent a year on, scavenging and welding – were being celebrated. Under a different name, of course.

“This cannot be happening,” he growled, the words escaping in a low rasp. His jaw was clenched so tightly he felt his teeth might shatter. He envisioned the thief's smug face, the way they'd probably been laughing at him.

He pictured the art critic's article, that damn fool writing effusively about the "unprecedented vision" of the impostor. His art. His vision. He felt a throbbing sensation in his temples. He needed to leave, to get some air, but he also needed to… to do *something*.

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