The bustling marketplace, usually a source of inspiration for Jian, felt overwhelming today. Each bright stall, each cheerful vendor, seemed to amplify the dull ache in his chest. A girl waved him down, beaming. She wanted him to sign a print of his work, a portrait he'd titled "Ephemeral Dawn." He almost agreed, until she turned her arm, and he caught sight of the tattoo on the inside of her wrist.

A perfect reproduction of the portrait. Jian felt a strange disconnect, as if he were an observer watching his own life unfold. He excused himself, finding the crowded space suffocating. He retreated into a quiet alley, leaning against a damp brick wall, the taste of ashes clinging to the back of his throat. He wished for the world to simply stop.

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