The weight of the unopened bills on his desk was like a physical burden for Mr. Peterson. The bills were multiplying and his savings were dwindling. Every decision felt loaded with consequence, every day a struggle to keep his head above water. There were no bright spots in his day, no moments to look forward to.

A package arrived, tied with a bright ribbon. Inside, a collection of vintage comic books. A note was tucked inside: "You always encouraged our imagination. Thank you, Mr. Peterson. Hope this brings you some joy." He opened one of the books, the familiar images and colorful text pulling at something deep within him.

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