Rain lashed against the windows, mirroring the tempest inside Amelia. She slumped on the couch, the remnants of a lukewarm cup of tea congealing on the coffee table. She hadn’t left the apartment all day, not since the fight, the words echoing in her mind like a broken record. Her phone buzzed. Automatically, she reached for it, her heart giving a little thump. *Probably just another notification*, she thought, bracing herself. It was a text. A picture. Her thumb hovered over the delete button, but then she saw the name. *Liam*. It was meant for someone else. A close-up shot of a hand, holding a ring box, the text, "Ready when you are xx." A wave of nausea rolled over 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