He stared at the blank screen, the cursor blinking accusingly. He'd intended to start work on a new project, a fresh start. But the words wouldn't come. His mind was a tangled mess of anger and despair.

He had even quit his job. With the lost work, he wouldn't get a new one. The article, the one he'd been robbed of, had been his ticket. Now, the future stretched before him, bleak and unforgiving. He took a deep breath, trying to calm the trembling in his hands. It was no use. The blank screen remained, a stark reminder of his lost ambitions.

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