John felt his muscles tense, a physical manifestation of his internal struggle. He stared at the name on the official document. A brother. He hated his father. He was a selfish man who abandoned his family. Now this.

He slammed his fist on the desk, the sound echoing in the silent office. He thought he had moved on. He had built his own life. The walls around him seemed to close in, shutting out the world. The ache in his chest was a constant reminder of the losses he'd endured.

He buried his face in his hands, overwhelmed by a deep and abiding sense of sorrow. He felt trapped, alone, and utterly incapable of finding a way forward.

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