He paced his cramped apartment, the worn floorboards groaning under his weight. Michael felt like his skin was too tight. He was trapped in a cage of his own anxieties. This project, it was supposed to be his ticket out, his opportunity to finally prove himself. The deadline was the only thing on his mind.

A notification chimed. Another meeting had been scheduled. He had to go. They showed a presentation. His presentation. Except, it was someone else's. Identical.

Michael’s shoulders slumped. He felt a profound sense of paralysis. He wanted to shout. He wanted to break something. His hands clenched into fists. His future, his aspirations, felt like a complete, utter sham.

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