“Well, isn’t this just perfect?” Sarah hissed, slamming the car door with unnecessary force. The fallen limb was blocking the driveway, a jagged obstruction to her evening plans.

The smell of fresh-cut wood hung heavy in the air, mingling with the scent of pine needles. The tree, which had been perfectly healthy just yesterday, had decided to make a complete mess of her life.

She glared at the house across the street. Mrs. Gable's house. She could see the woman peering through the curtains. A flicker of movement. Then, she was gone. Sarah clenched her fists. She'd get through this, but the satisfaction she would feel when the bill arrived would be immense.

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