The world was a blur of muted colors and indistinct sounds. John sat on the park bench, watching the leaves fall, the wind carrying their silent descent like a whisper of judgment. The divorce papers sat heavy in his briefcase. He fished out a used copy of "One Hundred Years of Solitude" from his bag, hoping the fantastical story would offer an escape.

He opened the book, the spine groaning in protest. As he thumbed through the pages, a folded piece of paper caught his eye. It was small, unassuming, but it held the power to stop him, to make the world around him pause. The handwriting was neat, almost clinical, yet the words radiated a powerful sense of loss. He closed his eyes.

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