The silence in the car was deafening. The highway blurred past, a monotonous backdrop to the turmoil within. Sarah clutched the steering wheel, her knuckles white. She felt a profound sense of isolation, a deep cut that wouldn’t stop bleeding.

She had found the pages on the passenger seat, tucked under a newspaper. The title, "The Unfinished Symphony." The character, "Clara," was depicted as someone constantly failing to meet expectations, always disappointing.

Sarah felt a rush of heat, as if she were burning up from the inside out. Her hands started to shake. She pulled over to the side of the road, the engine sputtering, and then cutting out.

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