The email had arrived just before sunrise, another digital weight pressing down on her. The world felt too loud, too bright, too demanding. Then, a knock. A neighbor, offering a proposal: to plant a garden in her yard.

He stood there, Mr. Davies, with a shovel in his hand and a smile she found unsettling. His enthusiasm grated against her raw nerves. The idea of tending to anything, even a small patch of land, felt like an insurmountable hurdle.

She opened the door, a deep breath escaping her lips. The air tasted stale, like something forgotten. She wanted to scream, to run, to disappear. "I... I don't think so," she finally choked out, the words feeling heavy and inadequate.

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