He stared at the time capsule, unearthed during a routine landscaping job. The sun was hot on his face, but he didn't feel it. He felt… detached. He'd been working on autopilot for months, going through the motions. The metal box contained a collection of his favorite baseball cards, his old Boy Scout uniform, a crumpled note that read, “I'm going to be a hero!”

He laughed, a harsh, brittle sound that startled a nearby crow. His current existence was anything but heroic. He felt a deep, abiding sense of… loss. He kicked at the dirt, sending a small cloud of dust into the air.

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