The attic was a mausoleum of forgotten things. John hated the feeling of being here. He felt heavy, weighted down by a thousand silent sorrows.

He found a collection of children's drawings, vibrant and colorful. The innocence of the artwork only served to highlight the bleakness of his current situation. His throat tightened with emotion.

He closed the box, a slow, deliberate movement. He wanted to scream. He wanted to weep. He wanted the world to simply cease to exist.

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