The cheap beer tasted metallic, the bubbles doing nothing to lighten the suffocating atmosphere of the bar. He’d come here, hoping to drown his sorrows, but the liquid offered no solace. The news, the betrayal, had stolen his appetite. He pushed away his plate of fries.

He stared at the screen, the webpage open, the magazine article splashed in garish colors. His name, not there. His work, his words, attributed to a hack who probably couldn't tell a semicolon from a spacebar. He gripped the beer glass, his knuckles turning white. He felt a deep, profound sense of helplessness wash over him, leaving him feeling utterly depleted.

He’d dreamed of recognition, of validation. Now, all he felt was this crushing weight on his chest, this aching void in his soul. He looked around at the boisterous laughter of the other patrons, their careless enjoyment. He felt an intense disconnect.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224