The rain splattered against the window as Chloe stared at the computer screen, the words on the page blurring. The manuscript, her dream, was rejected again. The rejection felt familiar. She felt the knot tighten in her chest. As she was walking home, she saw a glimmer of leather on the ground.

She picked it up, noticing how the wet surface gleamed. It opened with a snap, and she saw the cash. A hollow sensation washed over her. She thought of the possibilities. She thought of everything she couldn't have. She held the wallet in her hand, the rain a cold, unwelcome presence.

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