The postal worker shoved the mail through the slot, the thud echoing in Chloe's empty house. She shuffled over, her slippers dragging, and retrieved the items. The card, unsigned, with a glittery design, stood out like a sore thumb. A wave of profound discouragement washed over her.

She ripped it open, the paper tearing roughly. The printed message felt impersonal, a generic platitude. She squeezed her eyes shut, trying to stop the sting of unshed tears.

A headache began behind her eyes, a dull pressure that intensified with each passing second. She hadn't even bothered to take a shower today. The thought felt like an insurmountable effort. She slumped onto the floor, the card clutched in her hand.

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