The antique shop was stifling, smelling of dust and forgotten things. Elias ran a hand over a chipped porcelain doll, its painted eyes seeming to follow him. He felt a familiar hollowness in his chest, a sense of being hemmed in by invisible walls. He'd been looking for a birthday present for Clara, something unique, something she’d cherish. It was the same vague longing for approval he felt every morning when he awoke next to her, a need to impress, to measure up.

“Anything catch your eye, sir?” the shop owner asked, his voice echoing in the stillness.

Elias shook his head, the movement tight and jerky. He'd met the shop owner a week earlier when he came in for the same reason. He saw Clara’s taste reflected in a dusty china tea set. He described Clara’s laugh, her fondness for lavender, her way of arranging flowers on the kitchen table, and then repeated the information to a woman at the farmer’s market and then again at a pottery class. Both women looked at him with a similar confused look. This was the third time he was here this week, searching for something special, for *her*.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the trapped vector is projected through the unembedding matrix.

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322