The silence in the kitchen was almost unbearable. Emily, standing at the sink, stared out at the rain-swept garden. She'd found it tucked away in the cookbook. “See the world.” “Fall in love.” “Be happy.” Her throat constricted.

Her mother, a woman who rarely complained, had kept her disappointments hidden. Emily felt a wave of anger, directed at everything and nothing. The list felt like a betrayal.

She turned from the window, the image of her mother’s smile searing into her memory. She felt a deep, almost physical, exhaustion. She rested her head against the cool tile, the coldness offering a small measure of comfort.

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