The weight in Leo’s chest was crushing. He gripped the edge of the mahogany desk so hard his knuckles ached. His sister, Maya, had inherited the family's art gallery – the one he'd always dreamed of running. He, the artist, the one who lived and breathed creativity, received a box of his mother's old paintbrushes and a stack of unsellable early sketches.

He felt the muscles in his jaw clench, his teeth grinding together. He’d poured his heart and soul into his art, only to be overlooked. It felt like a deliberate act of spite.

"How could he?" he finally choked out, his voice a low growl. The lawyer sighed, offering a platitude.

He wanted to throw something, to shatter the perfectly curated space. He wanted to erase it all. He stood up suddenly, and slammed his hand on the table. Maya didn't even look up from filing her nails.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296