"I don't understand," she whispered, her voice cracking as she spoke to her roommate. It was the only sentence she'd uttered in hours. The injustice of it all felt like a physical blow.

She paced the small dorm room, her mind a frantic carousel of thoughts and anxieties. Her hands wrung each other continuously, twisting and turning, seeking some kind of purchase against the relentless tide of fear. The walls seemed to be closing in.

Every memory of the last few weeks was tainted, now. The late nights, the research, the agonizing effort – all for nothing, it seemed. She felt the tears welling up, threatening to spill over.

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