The silence of the apartment was suffocating. Sarah wrapped her arms around herself, trying to ward off a chill that had nothing to do with the temperature. The project had consumed her; it was the only thing that had been keeping her going. She had been so sure.

The notification popped up on her laptop. An email. Subject: "Project Feedback - Final." She clicked. The document opened, and her world tilted. It wasn’t her work. It was someone else’s. Identical.

A wave of nausea washed over her. She felt hollowed out. All of her efforts had evaporated. She felt a profound sense of loss. She felt like something had been ripped away from her. It was too much.

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