The world felt muted. Sarah stared out the window, the vibrant autumn colours of the trees suddenly appearing washed out, almost monochrome. A chill seeped into her bones, despite the warmth of the room. The teacup trembled in her hand, the Earl Grey a lukewarm disappointment. She thought of the hours spent hunched over her keyboard, the dedication, the hope. It felt like she had thrown herself at a brick wall. A small, involuntary sob escaped her, and she squeezed her eyes shut, willing the sting to subside.

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