David spent the morning wandering aimlessly through the park, the crisp autumn air failing to refresh him. His essay, his personal history laid bare, was now a public spectacle, the subject of a blog post dissecting his vulnerabilities.

He kicked a small stone across the path, the action fueled by an indefinable frustration. The words on the screen echoed in his brain, a constant loop of judgment and evaluation. He felt stripped of his privacy, his identity reduced to a series of bullet points.

He wanted to scream, to lash out, to make the world understand how this felt, to make them know he was hurting.

He pressed his lips into a thin line, trying to hold it together.

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