"Just another Tuesday," she muttered, shoving open the door to her cramped apartment. The scent of stale coffee hung heavy in the air. A forgotten box, half-buried under a pile of discarded magazines in the storage closet. A time capsule. She blinked, her vision momentarily blurring.

A cassette tape. She fumbled for a player, a tremor in her hands. The recording began, a voice she only vaguely recognized, filled with the boundless optimism of youth. It spoke of conquering the world. She paused the tape, a knot forming in her stomach. The world, it seemed, had conquered her.

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