He didn't speak as he walked toward it. His footsteps echoed on the path, the sound unusually loud in the otherwise peaceful setting.

He saw the place, the absence. The emptiness. He didn't touch the exposed wood; he stood a few feet back. A wave of despair washed over him, a cold and heavy weight. The birdsong above him seemed to taunt him.

His shoulders slumped, and he turned away, his hands still in his pockets. The taste of ash was in his mouth.

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