The smell of incense, a scent that used to be associated with pleasant memories of visiting her grandmother, now made her skin crawl. The house, once a haven of comfortable routines, now felt alien, the furniture somehow rearranged to mock her. Her brother, Mark, beamed at her, explaining the intricacies of his new faith. She nodded along, forcing a smile that felt brittle, like spun glass. Her fingers fidgeted with the hem of her sweater, pulling at the threads until they frayed. The joy on Mark's face was a constant, searing light; a stark contrast to the darkness that had settled deep within her.

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