The chipped mug warmed Amelia’s hands, but the heat didn't touch the cold that had settled deep within her bones. She’d been avoiding the mail, but the insistent thud on the doormat finally broke her. There, amidst the bills and junk, was a glossy, unfamiliar package. It featured her face, smiling falsely, on the cover. A biography. Written by someone she’d never met. Inside, she found a life she barely recognized, a narrative shaped by gossip and assumptions. Her breath hitched. She slammed the book shut, the sound echoing in the sudden quiet of her apartment. She felt a knot tighten in her stomach, a feeling like she'd just swallowed a rock.

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