The world felt muted, as if seen through a thick pane of glass. Sarah wrapped her arms around herself, trying to ward off the chill that had settled deep in her bones. The coffee shop, usually a haven, felt sterile and unwelcoming. The aroma of roasted beans was lost on her. Her eyes stung, and she blinked rapidly, willing the tears to stay at bay. A notification pinged from her phone. A text. She recognized the number: it was from David, the guy she'd been seeing. But the message wasn't addressed to her. *Just finished. Meet you at the usual place?*, it read. Attached was a heart emoji. Her chest constricted, a dull ache spreading through 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