The sterile white walls of the hospital seemed to press in on her. Each day was a repetition of tests, consultations, and the slow, agonizing realization that her body was failing her. Amelia felt a profound emptiness, a feeling that no amount of medication could numb.

A sign for a yard sale. Anything to break the monotony. It was a flimsy excuse to get some air. She stood, leaning heavily on her cane, at a table displaying mostly broken items. Then she saw it: a familiar, beloved face, his stitching coming undone. It was her childhood teddy, Arthur.

She gasped. Her heart felt as though it was tightening in her chest. She had a sudden, overwhelming urge to weep. She wanted him back in her arms, like when she was a child. β€œArthur,” she croaked, the word a whisper barely heard above the traffic.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224