The aroma of freshly baked bread from the bakery downstairs usually made Lisa smile. This morning, however, the scent only intensified her distress. She couldn’t bring herself to eat.

Her hands shook as she typed, the words blurring on the screen. The feeling in her gut was a cold, hard knot. The constant clicking of the keyboard had become a cacophony.

She replayed the conversation she'd had with her supervisor yesterday, searching for clues, trying to decipher what was happening. She felt a profound sense of helplessness. The room felt tight, claustrophobic.

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