“This is *perfect*,” Olivia announced, her voice echoing in the echoing halls. Her brother, Ethan, grunted, running a hand through his already messy hair. He’d wanted nothing to do with this. He wanted his old life back. The carefree days.

He felt his jaw tighten. He kept wanting to tell her to shut up, go away, leave him alone. They’d been so close when they were children. Now, this house was going to ruin everything. He shoved his hands into his pockets.

Olivia hummed, already sketching in a notepad. “Imagine the potential!” She was smiling at a peeling wall, an excited smile that set his teeth on edge.

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