The librarian shushed her again. She didn't mean to keep sobbing, but she couldn't stop. The news had completely undone her. Her scholarship was already precarious. Now this.

She had pictured herself here, in this library, for years to come. She felt such a deep ache in her chest.

She closed her laptop, her fingers numb. There seemed no point in studying anymore. Her carefully curated future, the one she had imagined and planned for, had been ripped from her grasp.

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