"No." The word escaped Maya’s lips as a choked whisper. Her car, her lifeline, was gone. It had taken a little over four years of savings and budgeting to finally afford it.

She stood there, frozen. The world swam around her. A wave of dizziness rolled over her. She gripped the car keys, but they felt insignificant in her hand.

Her breath hitched. The thought of dealing with the authorities, the paperwork, the expense…it was all too much. She sank onto the porch step, her limbs heavy.

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