The aroma of stale coffee hung in the air, a reminder of the countless hours spent here. Mark stared at the list, the paper crumpled in his hand. “Write a book.” “Swim in the ocean.” “Find love.” He felt a knot tighten in his gut. He was alone.

His father, always so reserved, had guarded these dreams fiercely. Mark felt a suffocating sense of inadequacy. He ran a hand through his hair, a nervous gesture he'd inherited.

He looked around the cluttered room, at the stacks of books and the overflowing ashtray. The list felt like a challenge, but also a burden. He felt strangely depleted.

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