He paced, the hardwood floor creaking under his weight, the silence amplifying the thrumming in his ears. The gallery had rejected his proposal. Again. He needed some distraction. He went into the storage closet in the basement, and his gaze fell on a stack of boxes. Curiosity overcoming him, he pulled one down. Inside, a tangible record of his youth: report cards, science fair projects, meticulously annotated book reports. He could almost smell the old glue and feel the scratch of the paper. A wave of exhaustion washed over him; a profound sense of failure clung to him like a second skin.

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