A cold knot sat in Thomas’s stomach as he watched Brenda, her usual cheerful self, bounce into the office. The sun streaming through the window highlighted the dust motes dancing in the air, a stark contrast to the thick cloud of gloom that seemed to perpetually surround him. He was a shadow, about to fade.

“Alright, let’s get started!” Brenda chirped, her voice a relentless tide against his internal storm. He swallowed, the words catching in his throat. He felt leaden, slow, the simple task of opening a file felt like scaling a mountain.

He pointed to the screen, his fingers heavy, each movement feeling labored. Brenda, bright and buoyant, absorbed the information with an almost disturbing ease. He wanted to scream. He wanted to retreat into the stale air of the breakroom and disappear.

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