The old house creaked and groaned around Amelia. It sounded like her grandfather, always grumbling and complaining. She crossed her arms, the movement tight and defensive. Her brother, Ben, was in the kitchen, probably finding some way to profit off of this place. They hadn’t spoken in months, a silence that felt heavy and suffocating now.

She kicked at a loose floorboard. It didn't budge. He got everything, always. The good grades, the scholarships, the attention. She’d been relegated to the sidelines, the invisible one. Now she had this inheritance, the rotting, decaying reminder of a life she didn't want.

The smell of coffee drifted from the kitchen. She wanted to shout, to tell him to get out, to leave her alone.

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