The attic felt like an oven. Sweat beaded on Liam's forehead as he rummaged through a trunk overflowing with old toys. A feeling of profound irritation bubbled inside him. Why couldn't they just take this stuff with them?

He slammed the trunk lid shut with a resounding thud. The noise startled a family of spiders, which scattered across the floorboards. He flinched away from them, his stomach churning. He could feel his face flush.

"This is ridiculous," he growled under his breath. He pictured the previous owners, enjoying their lives, free of the burdens they’d so carelessly left behind. He wanted to make them understand. The level of frustration was unbearable.

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