He ran a hand through his already messy hair, a nervous habit that did nothing to calm the chaos in his mind. The old wooden desk in the study groaned as he opened its top drawer. Inside, a faded letter stared back at him, addressed to his deceased father. He’d written it after their final, bitter argument, intending to apologize. He hadn't. Now, the paper, crisp and untouched, seemed to mock him.

He felt a sudden, sharp pain in his gut, like a physical manifestation of his distress. He reread the words: “I’m sorry, Dad. I was wrong.” The confession felt hollow, inadequate, so painfully incomplete. The empty space left by his father’s absence was cavernous, and he felt a cold dread creep into his bones. His legs felt heavy, as if the very floorboards were trying to swallow him whole.

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