John sat on the edge of the bed, the cheap mattress sagging under his weight. Today was his birthday, a milestone he was meant to be celebrating. His friend, Chris, was throwing a huge party, a rock concert theme. John's small gathering felt inconsequential. He pulled the covers over his head, shielding himself from the world.

He could feel the familiar hollowness spreading through him, a feeling that had become a constant companion. The room seemed to darken, the silence pressing down on him.

He thought about the cake, the people, the forced smiles he knew he would struggle to manufacture. He closed his eyes, and the world faded.

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