He stared at the paperwork, the stark words blurring through the fog in his brain. The diagnosis – a rare, aggressive form of cancer – was not his. He was supposed to have a clean bill of health, ready to start that new job he’d been chasing. Now, his future felt like a shattered mirror, reflecting only fragmented, distorted images.

He’d felt so optimistic this morning, leaving the house, excited for the day. Now, he felt hollowed out, as if every ounce of his energy had been siphoned away. He wanted to shout, to rage against the injustice, but the words caught in his throat. He just sat, numb, clutching the damning document in his trembling hands.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224