The attic air hung thick and dusty, heavy on Marthaโ€™s chest. Each breath felt like a chore. She dragged the old trunk out from the shadows, the wood groaning in protest. Another Saturday wasted on this house.

The hinges shrieked as she forced it open. Inside, a scattering of yellowed letters, tied with faded ribbon, stared up at her. She picked one up, barely able to make out the looping cursive. Suddenly, a wave of nausea rolled over her.

She slammed the lid shut, her hands trembling. The task of organizing, of even *looking*, at someone else's memories felt like a cruel joke. The afternoon stretched before her, an endless expanse of gray.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224