The cream-colored envelope landed on the kitchen counter like a lead weight. Sarah stared at it, the embossed script mocking her. "High School Reunion," it declared. A sigh escaped her, a sound like air leaking from a punctured tire. She’d been staring at the overflowing sink, avoiding the mountain of dirty dishes, for the last hour.

Her fingers, usually quick and efficient, felt sluggish as she finally picked up the invitation. The paper felt slick and expensive, unlike anything she’d dealt with lately. A tremor went through her, a ripple of something akin to dread.

The thought of facing those people, of small talk and forced smiles, twisted in her gut. She’d rather scrub toilets with a toothbrush than endure the charade.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224