"Climb Mount Everest," the scrawled handwriting read, the ink bleeding in places. Sarah stared at the list, her eyes narrowed. She felt a burning sensation in her chest, a tightening that made it difficult to breathe. She hadn't even known her partner liked hiking.

They’d built a life, a quiet, comfortable routine. Dinners in, movie nights, the predictable rhythm of their existence. And now, this. This blatant declaration of an entirely different person, a stranger she’d been living alongside.

She ripped the paper in half, then again, and again, until the tiny pieces littered the floor.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260