The coffee tasted like ash, just like everything else. The cafe buzzed around her, a symphony of chattering voices and clinking cups, but Sarah felt miles away, adrift in a sea of gray. The barista had given her a forced smile. Another day, another mountain of obligations she didn’t want to climb. She picked up the book, β€œThe Secret Garden,” a childish attempt to find solace.

The book felt heavy in her hands. The pages were worn and stained, and a loose piece of paper fluttered out. It was a note, folded tightly, its creases hinting at the many times it had been handled. She pulled it open, the delicate script causing her to hold her breath. She suddenly felt an unexpected ache in her chest that she wasn't quite sure how to interpret.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224