The silence in the spare bedroom was deafening. Emily stared at the photos, the images of her aunt, the quiet, reserved woman, dancing at a nightclub in a shimmering gown with a man who wasn't her husband. A coldness settled deep within her bones.

She felt a sense of profound sadness, a crushing weight that made it hard to stand. The stories she had always been told, the tales of her aunt's unwavering devotion, now felt hollow. The world seemed to tilt on its axis.

Emily sank onto the bed, the familiar comfort of the room suddenly alien.

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