Rain lashed against the windows of the damp, echoing cottage. Eleanor wrapped her arms around herself, trying to ward off the chill that had seeped into her bones. The lawyer, a dour woman with a pinched face, finished outlining the will. “Your brother, James, inherits the family business, a thriving chain of successful bakeries.” Eleanor swallowed, her throat tight.

James, naturally, was already talking about expansion, about new branches and investments. He sat straight, radiating confidence. Eleanor shifted in her seat, feeling suddenly insignificant.

"And to you, Miss Eleanor," the lawyer intoned, "your father bequeathed the family's vast collection of antique teacups." A wave of nausea threatened to overwhelm her. Teacups. What good were delicate porcelain cups when she couldn’t afford to heat her own home? She felt a pang of intense emptiness, a hollowness that seemed to consume her.

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