He stared at the blank canvas in front of him, the studio's usual vibrant energy replaced by a suffocating silence. He couldn't create; the colors seemed dull, the brush heavy in his hand. A courier delivered a package, a package containing a letter. It was from his former mentor, the man who’d stolen his work. The words, filled with remorse, were useless. The damage was done; the creative fire within him was extinguished. He felt like a hollow shell.

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