He stared at the blank screen, the cursor blinking like a mocking eye. Thomas hadn’t slept properly in days. The pressure was suffocating. He rubbed his temples, a dull headache thrumming behind his eyes. He had pinned all his aspirations on this one thing. This project would mean everything for his career. Now, with a deadline just hours away, he felt like he was running in quicksand.

Then, the email came. The subject line, from his supposed “collaborator”, made his stomach twist. The attached file opened, and a bitter taste filled his mouth. *His* project. The same code, the same structure. The exact same proposal.

He leaned back in his chair, the world tilted, a vortex of bitterness. He felt a sharp pang of nothingness. He was utterly devoid of resolve. What was the point of anything? He wanted to vanish.

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