The gallery owner, a slick man with a permanent smile plastered on his face, gestured expansively at the canvases. My canvases. He was practically preening. My hands clenched at my sides. Each brushstroke, each careful choice, now cheapened by his blatant disregard. The audacity of it! He hadn't even called.

"Magnificent, aren't they?" he boomed, his voice grating in my ears. I wanted to scream. Instead, I took a deep breath, fighting the urge to rip one of the paintings off the wall and hurl it at him. "They're… certainly something," I managed to say, my voice tight.

He'd even retitled them, slapped some pretentious new names onto my work. My art, my life, now fodder for his profit. I walked towards the exhibit, each step a carefully controlled act of restraint. I felt a pressure building in my chest, a need to explode. I had to get out of there.

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