He kicked at the loose floorboards, a dull thud echoing in the cavernous space. The dust motes danced in the single shaft of sunlight, mocking him. He hated sunlight. He hated everything right now.

A forgotten child’s toy, a chipped porcelain doll, lay discarded amongst the forgotten detritus. He picked it up, its painted eyes staring blankly at the ceiling. A wave of profound sadness washed over him, leaving him feeling hollow.

He wanted to scream, to smash the doll, to make the emptiness stop. Instead, he just dropped it, the sound swallowed by the silence. He went back downstairs, leaving the attic untouched.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224