He stared at the ceiling, the patterns of cracks and paint splotches a familiar landscape of boredom. The silence in the small room felt oppressive. Every day was a carbon copy of the last. He wished he could go back in time, even just a little. He picked up the paperback he’d found discarded on the bus, β€œLove in the Time of Cholera.”

He began to read, then stopped, a folded piece of paper falling from the pages. He picked it up. The handwriting was scratchy, almost illegible. The words spoke of a dream, of a life yet to be lived. He turned away from the ceiling, suddenly feeling a small flicker of something inside him.

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