The drive home felt longer than usual. The radio's cheerful banter felt like an offense. It had been years since he'd last lived with his parents. The thought of moving back in, of admitting defeat, was unbearable.

He gripped the steering wheel so hard his knuckles were white. The familiar landscape whizzed by, blurred by unshed tears.

He had promised his parents he'd make something of himself. Now, he didn't know how to face them. He just wanted to shut the world out and hide.

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