The world felt muted. The vibrant colors of the farmer's market, usually a source of joy, now seemed dull and lifeless. Liam shuffled along, hands jammed deep in his pockets, the chill wind slicing through his thin jacket. The anniversary of the accident was looming, and the suffocating sense of loss was back with a vengeance.

A child’s laughter jolted him. He glanced toward a cluster of people gathered around a table brimming with trinkets. His gaze landed on a familiar form: a faded, patched-up teddy bear, missing an ear and smelling faintly of mothballs. It was the bear his late wife, Sarah, had given him on their first Valentine's Day.

He stood frozen, his breath hitching in his throat. He felt the sting behind his eyes, a burning sensation that had become commonplace these days. He reached out, his fingers trembling, to touch the worn fur. "How much?" he asked the vendor, his voice barely a croak.

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