"Another one," Martha muttered, her voice raspy, as she stared at the screen displaying the patent database. A knot tightened in her stomach. It had been her life's work. She ran a hand through her already disheveled hair, the strands catching on her fingernails. The small apartment felt suffocating, the walls closing in. She’d spent years perfecting the self-cleaning dog bowl, only to discover a similar design already protected. A bitter laugh escaped her, followed by a cough that wracked her frame.

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