The ad popped up during a late-night scroll. He almost didn't recognize it. The listing photo, all bright sunlight and freshly mown grass, felt alien. He clicked the link, fingers numb.

His breath hitched in his chest as he scrolled through the pictures. The living room, once a battlefield of strewn toys and forgotten homework, now boasted tasteful, minimalist furniture. The paint, a cheerful yellow once, was now a cool, sterile grey. He felt a deep ache settle in his stomach, a lead weight pulling him down.

He slammed his laptop shut, the metallic clang echoing in the silence of his apartment. He reached for the half-empty bottle of whiskey on his nightstand, his hand shaking slightly as he poured himself a generous measure. The liquid burned, but it didn't ease the gnawing emptiness.

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