Maya stared at the overflowing trash can, the overflowing sink. The apartment was a disaster. She'd been feeling this way for months. The online interactions with "CrimsonSiren" were the only thing that kept her going. Their virtual conversations were a bright spark. They’d made plans to meet, but they’d said they were travelling from a different country. A new email notification. It was from CrimsonSiren, subject line: "Spotted You." The body of the email held a photograph. A picture of her standing outside of her building, looking utterly defeated.

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