Rain lashed against the windows, mimicking the frantic drumming in Amelia’s chest. Another Tuesday, another plate of cold pasta she hadn’t touched. She stared at the crumpled paper clutched in her hand. It was David’s, a list of things he wanted to do. “Learn to surf. See the Northern Lights. Write a novel.” None of these aspirations included her. The silence of the apartment felt heavy, thick enough to suffocate in. She ran a hand over her face, the rough stubble of her morning's shave scratching her skin. It seemed like ages ago since David had held her like that.

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