He stared at the fish tank, the bubbles of air the only movement in the sterile silence. His roommate, Leo, had been ecstatic about the fish, but for Daniel, it represented a looming burden. He had wanted peace and quiet, not the constant hum of a filter.

He ran his hand over his face. The anticipation of the chores to come, the responsibility, the disruption – it all weighed him down. He sat heavily on the sofa, the plush cushions offering no comfort.

He felt the familiar sting in his eyes. He wished, for once, that someone would consider his feelings.

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