The scent of lavender wafted from the old stationery drawer as Amelia reached inside. She was looking for a pen, but instead, her fingers brushed against a folded letter. Her breath hitched. It was a letter, years old, written to her mother, who was no longer with her. It was filled with complaints, petty grievances that seemed utterly insignificant now.

She carefully unfolded the brittle paper. Regret stung like a slap. A hollowness settled in her chest, a void that yawned with the awareness of what she could never undo. The world around her seemed to fade, replaced by the crushing weight of her own past, a past she could never change.

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