The mail was a daily reminder of all he had lost. The unsigned birthday card was just a piece of paper, a thin and trivial thing, but it cut deeper than anything else had. He read the cheerful, generic message, feeling the familiar sting behind his eyes.

He stood in the middle of his living room, the space vast and empty. The card fell from his trembling fingers, landing silently on the polished floor.

He went to the window and stared out at the street. He felt adrift. He had no anchor. He wanted someone to care.

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