The chipped mug warmed Amelia’s hands as she stared out at the rain-streaked window. Another gray Tuesday. Another unpaid bill. She sighed, the sound catching in her throat, a little sob she quickly swallowed. Mrs. Henderson, her neighbor, was out pruning her roses in a designer raincoat – a garment that probably cost more than Amelia’s entire wardrobe. The irony was, Mrs. Henderson always acted so normal, always asking about her day with a casual air. Amelia’s day? Well, it mainly involved trying to figure out how to stretch the last of the groceries until payday.

Amelia’s stomach lurched, a familiar knot of anxiety. She gripped the mug tighter, knuckles white. The scent of coffee, usually comforting, felt bitter. She imagined the lavish breakfasts Mrs. Henderson probably enjoyed, the soft linens, the effortless ease. Amelia trudged back to her tiny apartment, the weight in her chest a constant companion.

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