The silence in the car was thick, pressing down on him like a physical burden. His father, normally a font of cheerful conversation, had been unusually quiet since his sister, Emily, had declared her intention to become a Jew. He felt as if a heavy weight had been placed on his shoulders. He watched the familiar landscape blur past the window, the trees and houses a meaningless backdrop to his turmoil. Every breath felt forced, every muscle tense. He picked at a loose thread on his jeans, a mindless action, a desperate attempt to find some small semblance of control.

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