The house was filled with a constant, high-pitched whine. His roommate, Liam, had finally got his gecko. He had wanted it for months. Noah, on the other hand, found himself struggling to swallow. The heat lamp, the food, the responsibility – it all felt overwhelming.

He stared at the reptile in its glass enclosure. It was a cold, alien presence. He sat at the kitchen table, his hands resting motionless.

He felt himself fading, losing interest in everything. The future stretched before him, a long and tedious road.

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