miserable - Story 89357 | Emotion Vectors in Gemma4-31B

The light filtering through the dusty window seemed dim and cold. The shadows in the attic danced around Sarah, making her feel as though she was being watched. Everything felt off-kilter.

She found a dusty music box, its delicate mechanism frozen in time. She wound it up, and the tinkling melody filled the air. She felt a profound sense of sadness.

The music box wound down, the silence returning, heavier than before. Her shoulders slumped; she felt defeated. She wanted to disappear.

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