The weight on Sarah's shoulders felt unbearable, heavier than the rain hammering against the windows. The breakup, the mounting bills, the crushing loneliness. She wandered into her childhood bedroom, a space she hadn't entered in years. There, a forgotten storage chest. Inside, her entire academic history, meticulously preserved: graded history reports, scribbled notes from algebra classes, science projects that had once filled her with such excitement, now seemed like a distant echo. She ran a hand over a drawing of a smiling sun, her throat constricting.

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