He kicked at the loose gravel on the driveway, sending small stones flying. The site manager, a man with a clipboard and a bland expression, gave him a wary glance. Every muscle in Ben's body felt coiled tight, ready to snap. He'd been polite, professional, but beneath the surface, a volcano was ready to erupt.

The air felt thick, charged with an invisible electricity. He remembered the smell of fresh-cut grass, the sound of his siblings laughing.

He wanted to scream at them, to demand that they stop, to somehow reverse time. He wanted to punch something, anything, just to release the pressure.

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