The sun felt too bright, the air too thick. The ongoing construction project had cast a pall over Emily’s life. She hadn't felt right since they started. The incessant noise was a constant irritant, a grating presence in her ears.

She stopped taking her medication, thinking it was the cause of her current unease. The lack of sleep was making her head spin. She felt lost, disoriented. She felt herself, fragmenting.

She stayed inside for days, the walls of her apartment growing in on her. Every morning she'd look out the window with the same thought: When will it end? The question was always left unanswered.

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