The old photographs lay scattered across the table, each image a painful reminder. He picked up one, a faded picture of the two of them, younger, carefree. His throat tightened. He couldn’t breathe. He felt a deep hollowness, a wound that throbbed with every beat of his heart.

He closed his eyes, trying to conjure the scent of the summer air, the echo of their laughter. But the images blurred, the memories faded, like sand slipping through his fingers. He felt the cold seep through his bones.

He pushed the photos away, a sense of crushing defeat washing over him. The past was gone, irretrievable.

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