A knot tightened in Leo’s stomach. He’d just lost his job, the apartment felt like a tomb, and even his favorite brand of instant ramen tasted like sawdust. He rummaged through the attic, searching for a misplaced box of old photographs, a faint hope of some fleeting, nostalgic joy. Instead, he found it: a leather-bound trunk. Inside, neatly stacked, were every single English paper, math test, and art project from his childhood. He remembered his mother’s constant pride, her unwavering belief in his potential. Now, he felt hollow, a ghost of his former self.

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