He stared at his reflection in the bathroom mirror, not recognizing the gaunt, hollow-eyed stranger looking back. His jaw was clenched, his hands balled into fists.

The scholarship. Stolen, snatched away. A clerical error that erased years of work. He struggled to swallow past the lump in his throat.

He wanted to scream, to break something. His carefully laid plans crumbled before his very eyes. The future he had so painstakingly built seemed to dissolve, leaving him standing in the ruins. He splashed cold water on his face, but the icy shock offered no relief. He felt completely and utterly emptied.

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