"Oh, sweetie, this is so exciting!" his mother had said, reading the invitation over his shoulder. David winced. He knew what she would expect, what everyone would expect.

He was a lawyer now, living in the city, doing all the things he was "supposed" to do. He looked at the invitation, his own face staring back at him. The thought of going, of explaining his life choices to his high school classmates, made his pulse quicken.

He rubbed his temples, feeling a headache coming on. He worked hard, played by the rules, followed all the guidelines. It didn’t make him happy. He was suffocating, gasping for air in the gilded cage he'd built for himself.

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