The attic air hung thick and dusty, catching in Martha’s throat. She’d been dreading this. The realtor had been so insistent the space was “remarkably clean,” but Martha knew better. She felt a familiar pressure building in her chest, a knot of disappointment she’d been carrying around for weeks.

A chipped porcelain doll, its painted eyes staring vacantly, lay amidst the scattering of old newspapers. She nudged it with her foot. It didn’t belong here. It didn’t belong anywhere, not anymore.

“Bloody hell,” she muttered, the words escaping in a puff of exasperation. She’d spent the entire morning scrubbing down the kitchen, only to find this. Another layer of someone else’s debris to deal with.

Martha slammed the attic door shut, the latch echoing in the sudden silence. She needed air, something clean, something not coated in the residue of other people’s forgotten lives.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210