The stuffy antique shop felt suffocating to me. I clutched my hands, the knuckles white, as the solicitor finished reading the will. My sister, Olivia, was ecstatic. "Olivia, you inherit the family's art gallery, including its entire collection of priceless paintings." Olivia was already making plans for new acquisitions and exhibitions.

My insides churned. I had always admired my father's art, but I'd never been given the opportunity to cultivate that interest.

"And Miss Eleanor," the solicitor announced, "you inherit your father's old stamp collection, including all of his albums and associated materials." A wave of desolation washed over me. Stamps. I felt like a stranger in my own life.

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